Blocks are subspaces of MLP contribution functions, not transformer layers or individual neurons. Discovery, matching, stability evaluation, reference geometry, visual interpretation and intervention use disjoint source images. All transformed views remain paired within each split.
Heatmaps show reference-normalized block energy, not attention or causal localization. Class associations and color/blur sensitivity are exploratory; they do not establish a semantic function. A closed block can fail the collective-effect gate. A cap-bound block may belong to a larger stable subspace.
+Layer 0 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 2 / 2 6 512 / 100352 5.69e-05 / 6.84e-05 grayscale 2 / 1 8 512 / 100352 3.78e-05 / 5.8e-05 blur 2 / 2 12 512 / 100352 4.97e-05 / 5.86e-05
+original_b0: 5 directions (qualified) Closure pass fraction 1.00; mean cos² 0.991; collective excess / null edge 73.54. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 19.1; the scale is fixed across this block's panels.
+original: mean image activity 5.782 [5.507, 6.067]
+
high · ID 3182 · label 6
+
high · ID 1159 · label 4
+
high · ID 1837 · label 9
+
high · ID 1044 · label 3
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
low · ID 2724 · label 1
+
low · ID 1950 · label 7
+
grayscale: mean image activity 4.685 [4.453, 4.931]
+
high · ID 3182 · label 6
+
high · ID 1159 · label 4
+
high · ID 1837 · label 9
+
high · ID 1044 · label 3
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
low · ID 2724 · label 1
+
low · ID 1950 · label 7
+
blur: mean image activity 4.286 [4.012, 4.58]
+
high · ID 3182 · label 6
+
high · ID 1159 · label 4
+
high · ID 1837 · label 9
+
high · ID 1044 · label 3
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
low · ID 2724 · label 1
+
low · ID 1950 · label 7
+
Paired activity changes
+grayscale minus original: -1.097 [-1.305, -0.9076]
+blur minus original: -1.496 [-1.693, -1.284]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.642 [4.332, 5.044] original 1 14 4.48 [3.996, 4.928] original 2 12 6.716 [6.072, 7.344] original 3 14 6.075 [5.288, 7.096] original 4 15 6.182 [5.312, 7.107] original 5 12 5.626 [4.938, 6.429] original 6 14 6.373 [5.516, 7.41] original 7 16 5.71 [5.025, 6.383] original 8 16 5.583 [4.927, 6.187] original 9 9 5.971 [4.59, 7.35] grayscale 0 6 3.809 [3.345, 4.36] grayscale 1 14 3.524 [3.258, 3.792] grayscale 2 12 6.091 [5.485, 6.71] grayscale 3 14 5.309 [4.374, 6.488] grayscale 4 15 4.907 [4.304, 5.709] grayscale 5 12 4.426 [3.91, 5] grayscale 6 14 4.832 [4.308, 5.433] grayscale 7 16 4.796 [4.237, 5.392] grayscale 8 16 4.446 [3.82, 5.091] grayscale 9 9 4.201 [3.32, 5.18] blur 0 6 3.622 [3.186, 4.044] blur 1 14 3.419 [2.967, 3.89] blur 2 12 4.57 [3.781, 5.407] blur 3 14 4.127 [3.585, 4.828] blur 4 15 4.785 [4.024, 5.613] blur 5 12 3.827 [3.097, 4.56] blur 6 14 4.602 [3.695, 5.689] blur 7 16 3.485 [3.041, 3.958] blur 8 16 5.124 [4.246, 5.99] blur 9 9 5.172 [3.714, 6.663]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0004991 [0.000453, 0.0005452] original block 1.0 relative squared CLS displacement 0.002011 [0.001818, 0.002197] original random0 1.0 relative squared CLS displacement 0.001825 [0.001663, 0.002005] original random1 1.0 relative squared CLS displacement 0.001931 [0.00175, 0.002116] original random2 1.0 relative squared CLS displacement 0.002056 [0.001867, 0.002245] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0004132 [0.000377, 0.000455] grayscale block 1.0 relative squared CLS displacement 0.001683 [0.001534, 0.001854] grayscale random0 1.0 relative squared CLS displacement 0.002324 [0.002126, 0.002545] grayscale random1 1.0 relative squared CLS displacement 0.002544 [0.002313, 0.002801] grayscale random2 1.0 relative squared CLS displacement 0.002849 [0.002593, 0.00312] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.001114 [0.0009925, 0.00125] blur block 1.0 relative squared CLS displacement 0.004382 [0.003927, 0.004907] blur random0 1.0 relative squared CLS displacement 0.001799 [0.001667, 0.001929] blur random1 1.0 relative squared CLS displacement 0.002242 [0.002053, 0.00244] blur random2 1.0 relative squared CLS displacement 0.002254 [0.002106, 0.002403]
original_b19: 1 directions (qualified) Closure pass fraction 0.92; mean cos² 0.933; collective excess / null edge 2.43. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 17. Independent eval error: 0.009002774022519588.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 4.16; the scale is fixed across this block's panels.
+original: mean image activity 0.828 [0.7811, 0.8753]
+
high · ID 2847 · label 8
+
high · ID 994 · label 3
+
high · ID 1595 · label 9
+
high · ID 3058 · label 8
+
low · ID 1002 · label 3
+
low · ID 2460 · label 1
+
low · ID 1986 · label 7
+
low · ID 3051 · label 8
+
grayscale: mean image activity 0.8566 [0.8089, 0.9017]
+
high · ID 2847 · label 8
+
high · ID 994 · label 3
+
high · ID 1595 · label 9
+
high · ID 3058 · label 8
+
low · ID 1002 · label 3
+
low · ID 2460 · label 1
+
low · ID 1986 · label 7
+
low · ID 3051 · label 8
+
blur: mean image activity 1.236 [1.209, 1.26]
+
high · ID 2847 · label 8
+
high · ID 994 · label 3
+
high · ID 1595 · label 9
+
high · ID 3058 · label 8
+
low · ID 1002 · label 3
+
low · ID 2460 · label 1
+
low · ID 1986 · label 7
+
low · ID 3051 · label 8
+
Paired activity changes
+grayscale minus original: 0.02859 [0.02162, 0.03623]
+blur minus original: 0.4075 [0.3754, 0.4416]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.7494 [0.6113, 0.935] original 1 14 0.7346 [0.6313, 0.8389] original 2 12 0.9332 [0.8268, 1.06] original 3 14 0.7683 [0.632, 0.9375] original 4 15 0.8392 [0.7587, 0.9152] original 5 12 0.6969 [0.5935, 0.8198] original 6 14 0.7496 [0.6779, 0.8261] original 7 16 0.7527 [0.662, 0.857] original 8 16 0.9757 [0.8317, 1.119] original 9 9 1.128 [0.931, 1.305] grayscale 0 6 0.7991 [0.6524, 0.9904] grayscale 1 14 0.7708 [0.6631, 0.8775] grayscale 2 12 0.9813 [0.8842, 1.087] grayscale 3 14 0.791 [0.6543, 0.9594] grayscale 4 15 0.8549 [0.7756, 0.932] grayscale 5 12 0.7305 [0.6132, 0.8646] grayscale 6 14 0.7685 [0.6922, 0.8522] grayscale 7 16 0.7973 [0.702, 0.9032] grayscale 8 16 1.003 [0.8536, 1.156] grayscale 9 9 1.118 [0.9365, 1.279] blur 0 6 1.153 [1.082, 1.23] blur 1 14 1.185 [1.131, 1.245] blur 2 12 1.239 [1.16, 1.32] blur 3 14 1.203 [1.138, 1.259] blur 4 15 1.258 [1.185, 1.329] blur 5 12 1.192 [1.119, 1.279] blur 6 14 1.241 [1.2, 1.286] blur 7 16 1.208 [1.143, 1.28] blur 8 16 1.311 [1.216, 1.409] blur 9 9 1.343 [1.268, 1.417]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0001771 [0.0001578, 0.0001979] original block 1.0 relative squared CLS displacement 0.0008348 [0.0007408, 0.0009347] original random0 1.0 relative squared CLS displacement 0.0005668 [0.0005154, 0.0006223] original random1 1.0 relative squared CLS displacement 0.0006002 [0.0005444, 0.0006584] original random2 1.0 relative squared CLS displacement 0.0006428 [0.0005829, 0.0007044] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0002355 [0.0002145, 0.0002573] grayscale block 1.0 relative squared CLS displacement 0.001142 [0.001037, 0.001253] grayscale random0 1.0 relative squared CLS displacement 0.0007177 [0.0006567, 0.0007865] grayscale random1 1.0 relative squared CLS displacement 0.0007888 [0.000717, 0.0008684] grayscale random2 1.0 relative squared CLS displacement 0.0008922 [0.0008076, 0.0009805] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0004872 [0.0004442, 0.0005351] blur block 1.0 relative squared CLS displacement 0.002377 [0.002153, 0.002616] blur random0 1.0 relative squared CLS displacement 0.0005735 [0.000532, 0.0006161] blur random1 1.0 relative squared CLS displacement 0.0007016 [0.0006436, 0.0007603] blur random2 1.0 relative squared CLS displacement 0.0006994 [0.0006526, 0.0007472]
grayscale_b0: 7 directions (qualified) Closure pass fraction 1.00; mean cos² 0.989; collective excess / null edge 72.28. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 37.2; the scale is fixed across this block's panels.
+original: mean image activity 8.965 [8.518, 9.419]
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
high · ID 1044 · label 3
+
high · ID 3810 · label 5
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 3112 · label 8
+
low · ID 2429 · label 1
+
grayscale: mean image activity 9.389 [8.935, 9.829]
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
high · ID 1044 · label 3
+
high · ID 3810 · label 5
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 3112 · label 8
+
low · ID 2429 · label 1
+
blur: mean image activity 3.853 [3.624, 4.082]
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
high · ID 1044 · label 3
+
high · ID 3810 · label 5
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 3112 · label 8
+
low · ID 2429 · label 1
+
Paired activity changes
+grayscale minus original: 0.4238 [0.3539, 0.493]
+blur minus original: -5.112 [-5.54, -4.679]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 7.017 [6.196, 7.921] original 1 14 7.219 [6.51, 7.865] original 2 12 11.02 [10.22, 11.81] original 3 14 10.09 [8.63, 11.8] original 4 15 9.461 [8.203, 11.2] original 5 12 8.784 [7.655, 10.22] original 6 14 9.763 [8.646, 11.15] original 7 16 9.945 [8.823, 11.13] original 8 16 7.803 [6.654, 8.855] original 9 9 6.993 [5.429, 8.499] grayscale 0 6 7.495 [6.718, 8.313] grayscale 1 14 7.601 [6.991, 8.202] grayscale 2 12 11.5 [10.56, 12.44] grayscale 3 14 10.43 [9.026, 12.06] grayscale 4 15 9.925 [8.662, 11.63] grayscale 5 12 9.257 [8.115, 10.72] grayscale 6 14 10.16 [8.931, 11.61] grayscale 7 16 10.41 [9.282, 11.57] grayscale 8 16 8.167 [7.057, 9.203] grayscale 9 9 7.435 [5.8, 8.932] blur 0 6 3.314 [2.578, 4.052] blur 1 14 3.254 [2.864, 3.725] blur 2 12 4.695 [3.976, 5.499] blur 3 14 4.245 [3.454, 5.308] blur 4 15 4.129 [3.663, 4.576] blur 5 12 3.122 [2.628, 3.811] blur 6 14 3.663 [3.291, 4.036] blur 7 16 3.438 [3.034, 3.902] blur 8 16 4.427 [3.637, 5.338] blur 9 9 3.943 [3.161, 4.814]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.003056 [0.002767, 0.003337] original block 1.0 relative squared CLS displacement 0.012 [0.01088, 0.01308] original random0 1.0 relative squared CLS displacement 0.008352 [0.007607, 0.00915] original random1 1.0 relative squared CLS displacement 0.008644 [0.007888, 0.00946] original random2 1.0 relative squared CLS displacement 0.009027 [0.008248, 0.00981] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.004568 [0.004195, 0.004942] grayscale block 1.0 relative squared CLS displacement 0.01813 [0.01667, 0.01954] grayscale random0 1.0 relative squared CLS displacement 0.01086 [0.009932, 0.01188] grayscale random1 1.0 relative squared CLS displacement 0.01145 [0.01043, 0.01261] grayscale random2 1.0 relative squared CLS displacement 0.01256 [0.01146, 0.01365] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.005097 [0.004644, 0.005553] blur block 1.0 relative squared CLS displacement 0.01579 [0.01433, 0.01752] blur random0 1.0 relative squared CLS displacement 0.007731 [0.007182, 0.008283] blur random1 1.0 relative squared CLS displacement 0.01065 [0.009629, 0.0118] blur random2 1.0 relative squared CLS displacement 0.01057 [0.009881, 0.0113]
grayscale_b9: 1 directions (closed, collective gate failed) Closure pass fraction 0.83; mean cos² 0.913; collective excess / null edge 1.80. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 2.92; the scale is fixed across this block's panels.
+original: mean image activity 0.8997 [0.8622, 0.9376]
+
high · ID 1561 · label 9
+
high · ID 3058 · label 8
+
high · ID 1595 · label 9
+
high · ID 162 · label 2
+
low · ID 3051 · label 8
+
low · ID 1002 · label 3
+
low · ID 1029 · label 3
+
low · ID 2460 · label 1
+
grayscale: mean image activity 0.9311 [0.8947, 0.9707]
+
high · ID 1561 · label 9
+
high · ID 3058 · label 8
+
high · ID 1595 · label 9
+
high · ID 162 · label 2
+
low · ID 3051 · label 8
+
low · ID 1002 · label 3
+
low · ID 1029 · label 3
+
low · ID 2460 · label 1
+
blur: mean image activity 1.143 [1.122, 1.165]
+
high · ID 1561 · label 9
+
high · ID 3058 · label 8
+
high · ID 1595 · label 9
+
high · ID 162 · label 2
+
low · ID 3051 · label 8
+
low · ID 1002 · label 3
+
low · ID 1029 · label 3
+
low · ID 2460 · label 1
+
Paired activity changes
+grayscale minus original: 0.03139 [0.02538, 0.03786]
+blur minus original: 0.2433 [0.2205, 0.268]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.8587 [0.7399, 0.9984] original 1 14 0.846 [0.7592, 0.9282] original 2 12 0.9943 [0.9129, 1.086] original 3 14 0.8589 [0.7432, 0.9911] original 4 15 0.9044 [0.8238, 0.9826] original 5 12 0.7704 [0.691, 0.8646] original 6 14 0.8199 [0.7709, 0.8702] original 7 16 0.8502 [0.7768, 0.9284] original 8 16 1.023 [0.9031, 1.133] original 9 9 1.106 [0.9522, 1.252] grayscale 0 6 0.9074 [0.7746, 1.056] grayscale 1 14 0.8837 [0.789, 0.9732] grayscale 2 12 1.037 [0.9655, 1.112] grayscale 3 14 0.8825 [0.7633, 1.019] grayscale 4 15 0.9274 [0.8498, 1.005] grayscale 5 12 0.8057 [0.711, 0.9113] grayscale 6 14 0.8494 [0.795, 0.9054] grayscale 7 16 0.894 [0.8185, 0.973] grayscale 8 16 1.049 [0.9251, 1.16] grayscale 9 9 1.112 [0.9679, 1.252] blur 0 6 1.108 [1.056, 1.163] blur 1 14 1.1 [1.053, 1.144] blur 2 12 1.18 [1.113, 1.242] blur 3 14 1.165 [1.106, 1.222] blur 4 15 1.149 [1.097, 1.195] blur 5 12 1.071 [1.028, 1.12] blur 6 14 1.103 [1.065, 1.136] blur 7 16 1.094 [1.049, 1.14] blur 8 16 1.222 [1.161, 1.281] blur 9 9 1.246 [1.159, 1.331]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 9.497e-06 [8.543e-06, 1.05e-05] original block 1.0 relative squared CLS displacement 3.6e-05 [3.229e-05, 3.988e-05] original random0 1.0 relative squared CLS displacement 3.696e-05 [3.36e-05, 4.061e-05] original random1 1.0 relative squared CLS displacement 3.844e-05 [3.483e-05, 4.221e-05] original random2 1.0 relative squared CLS displacement 4.142e-05 [3.749e-05, 4.557e-05] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 1.295e-05 [1.14e-05, 1.486e-05] grayscale block 1.0 relative squared CLS displacement 4.886e-05 [4.307e-05, 5.618e-05] grayscale random0 1.0 relative squared CLS displacement 4.671e-05 [4.269e-05, 5.116e-05] grayscale random1 1.0 relative squared CLS displacement 5.049e-05 [4.593e-05, 5.566e-05] grayscale random2 1.0 relative squared CLS displacement 5.767e-05 [5.205e-05, 6.371e-05] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 1.441e-05 [1.303e-05, 1.596e-05] blur block 1.0 relative squared CLS displacement 5.946e-05 [5.361e-05, 6.644e-05] blur random0 1.0 relative squared CLS displacement 3.837e-05 [3.55e-05, 4.123e-05] blur random1 1.0 relative squared CLS displacement 4.562e-05 [4.193e-05, 4.928e-05] blur random2 1.0 relative squared CLS displacement 4.52e-05 [4.213e-05, 4.852e-05]
blur_b0: 6 directions (qualified) Closure pass fraction 1.00; mean cos² 0.994; collective excess / null edge 59.76. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 28.2; the scale is fixed across this block's panels.
+original: mean image activity 5.536 [5.182, 5.906]
+
high · ID 3182 · label 6
+
high · ID 1837 · label 9
+
high · ID 1410 · label 4
+
high · ID 3112 · label 8
+
low · ID 1950 · label 7
+
low · ID 1002 · label 3
+
low · ID 3894 · label 5
+
low · ID 1612 · label 9
+
grayscale: mean image activity 3.625 [3.357, 3.895]
+
high · ID 3182 · label 6
+
high · ID 1837 · label 9
+
high · ID 1410 · label 4
+
high · ID 3112 · label 8
+
low · ID 1950 · label 7
+
low · ID 1002 · label 3
+
low · ID 3894 · label 5
+
low · ID 1612 · label 9
+
blur: mean image activity 7.798 [7.406, 8.244]
+
high · ID 3182 · label 6
+
high · ID 1837 · label 9
+
high · ID 1410 · label 4
+
high · ID 3112 · label 8
+
low · ID 1950 · label 7
+
low · ID 1002 · label 3
+
low · ID 3894 · label 5
+
low · ID 1612 · label 9
+
Paired activity changes
+grayscale minus original: -1.911 [-2.254, -1.61]
+blur minus original: 2.262 [2.064, 2.478]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 5.094 [4.619, 5.501] original 1 14 4.7 [3.987, 5.506] original 2 12 5.706 [4.721, 6.687] original 3 14 5.457 [4.456, 6.63] original 4 15 5.828 [4.84, 6.854] original 5 12 4.922 [4.243, 5.56] original 6 14 5.48 [4.36, 7.147] original 7 16 4.657 [3.957, 5.455] original 8 16 6.546 [5.575, 7.542] original 9 9 7.218 [5.243, 9.222] grayscale 0 6 3.213 [2.433, 4.238] grayscale 1 14 2.82 [2.445, 3.255] grayscale 2 12 4.803 [3.921, 5.764] grayscale 3 14 3.887 [2.93, 5.122] grayscale 4 15 3.687 [3.205, 4.174] grayscale 5 12 2.981 [2.527, 3.683] grayscale 6 14 3.111 [2.847, 3.393] grayscale 7 16 3.187 [2.727, 3.737] grayscale 8 16 4.364 [3.4, 5.345] grayscale 9 9 4.194 [3.244, 5.275] blur 0 6 8.002 [6.644, 9.657] blur 1 14 7.209 [6.086, 8.608] blur 2 12 7.279 [6.336, 8.349] blur 3 14 7.579 [6.675, 8.704] blur 4 15 7.97 [6.838, 9.234] blur 5 12 7.543 [6.304, 8.91] blur 6 14 8.157 [6.703, 9.761] blur 7 16 6.503 [5.752, 7.272] blur 8 16 9.416 [8.118, 10.86] blur 9 9 8.537 [6.562, 10.55]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.001415 [0.001297, 0.001541] original block 1.0 relative squared CLS displacement 0.006819 [0.006256, 0.007426] original random0 1.0 relative squared CLS displacement 0.01919 [0.01752, 0.02098] original random1 1.0 relative squared CLS displacement 0.01877 [0.01716, 0.02056] original random2 1.0 relative squared CLS displacement 0.01684 [0.01541, 0.01822] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.001458 [0.001331, 0.001608] grayscale block 1.0 relative squared CLS displacement 0.007675 [0.006973, 0.008437] grayscale random0 1.0 relative squared CLS displacement 0.02559 [0.02333, 0.02798] grayscale random1 1.0 relative squared CLS displacement 0.025 [0.02286, 0.02747] grayscale random2 1.0 relative squared CLS displacement 0.02358 [0.02162, 0.02559] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.00462 [0.004135, 0.005179] blur block 1.0 relative squared CLS displacement 0.02493 [0.02294, 0.02711] blur random0 1.0 relative squared CLS displacement 0.01713 [0.01591, 0.01841] blur random1 1.0 relative squared CLS displacement 0.02505 [0.02258, 0.0279] blur random2 1.0 relative squared CLS displacement 0.02088 [0.01944, 0.0224]
blur_b9: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.981; collective excess / null edge 16.07. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 32.1; the scale is fixed across this block's panels.
+original: mean image activity 5.555 [5.241, 5.854]
+
high · ID 1427 · label 4
+
high · ID 2273 · label 7
+
high · ID 3810 · label 5
+
high · ID 2959 · label 8
+
low · ID 3051 · label 8
+
low · ID 1472 · label 4
+
low · ID 1002 · label 3
+
low · ID 1950 · label 7
+
grayscale: mean image activity 2.982 [2.844, 3.123]
+
high · ID 1427 · label 4
+
high · ID 2273 · label 7
+
high · ID 3810 · label 5
+
high · ID 2959 · label 8
+
low · ID 3051 · label 8
+
low · ID 1472 · label 4
+
low · ID 1002 · label 3
+
low · ID 1950 · label 7
+
blur: mean image activity 8.428 [7.938, 8.919]
+
high · ID 1427 · label 4
+
high · ID 2273 · label 7
+
high · ID 3810 · label 5
+
high · ID 2959 · label 8
+
low · ID 3051 · label 8
+
low · ID 1472 · label 4
+
low · ID 1002 · label 3
+
low · ID 1950 · label 7
+
Paired activity changes
+grayscale minus original: -2.573 [-2.891, -2.254]
+blur minus original: 2.873 [2.591, 3.158]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 5.714 [5.001, 6.434] original 1 14 5.205 [4.57, 5.844] original 2 12 5.622 [4.587, 6.819] original 3 14 5.757 [4.863, 6.734] original 4 15 5.202 [4.252, 6.435] original 5 12 6.31 [5.355, 7.374] original 6 14 4.856 [4.383, 5.38] original 7 16 5.635 [4.66, 6.684] original 8 16 5.834 [4.988, 6.703] original 9 9 5.621 [4.76, 6.441] grayscale 0 6 2.695 [2.308, 3.187] grayscale 1 14 2.674 [2.403, 2.951] grayscale 2 12 3.469 [3.164, 3.793] grayscale 3 14 2.954 [2.487, 3.541] grayscale 4 15 2.932 [2.716, 3.158] grayscale 5 12 2.603 [2.34, 2.92] grayscale 6 14 2.627 [2.452, 2.793] grayscale 7 16 2.802 [2.543, 3.092] grayscale 8 16 3.449 [2.999, 3.92] grayscale 9 9 3.681 [3.116, 4.2] blur 0 6 9.438 [7.359, 11.17] blur 1 14 7.958 [6.904, 9] blur 2 12 7.87 [6.368, 9.512] blur 3 14 9.127 [7.532, 10.88] blur 4 15 7.702 [6.458, 9.232] blur 5 12 10.86 [9.031, 12.89] blur 6 14 8.066 [7.146, 9.03] blur 7 16 8.721 [7.393, 10.18] blur 8 16 7.758 [6.717, 8.904] blur 9 9 7.345 [6.173, 8.464]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.002087 [0.001923, 0.00226] original block 1.0 relative squared CLS displacement 0.01189 [0.01092, 0.01287] original random0 1.0 relative squared CLS displacement 0.01045 [0.009528, 0.01144] original random1 1.0 relative squared CLS displacement 0.01033 [0.009435, 0.0113] original random2 1.0 relative squared CLS displacement 0.00942 [0.008608, 0.01023] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.002635 [0.002421, 0.002854] grayscale block 1.0 relative squared CLS displacement 0.01599 [0.01478, 0.01732] grayscale random0 1.0 relative squared CLS displacement 0.01366 [0.01249, 0.01494] grayscale random1 1.0 relative squared CLS displacement 0.01369 [0.01248, 0.01508] grayscale random2 1.0 relative squared CLS displacement 0.01311 [0.01196, 0.01425] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.005249 [0.004872, 0.005631] blur block 1.0 relative squared CLS displacement 0.03392 [0.03143, 0.03656] blur random0 1.0 relative squared CLS displacement 0.009565 [0.008891, 0.01025] blur random1 1.0 relative squared CLS displacement 0.01294 [0.01167, 0.01436] blur random2 1.0 relative squared CLS displacement 0.01107 [0.01035, 0.01184]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.999, 0.996, 0.986, 0.885, 0.035 0.780 / 0.557 original_b0/grayscale_b9 0.000 0.000 / 0.000 original_b0/blur_b0 0.990, 0.895, 0.847, 0.720, 0.000 0.690 / 0.575 original_b0/blur_b9 0.278, 0.083, 0.003, 0.001, 0.000 0.073 / 0.061 original_b19/grayscale_b0 0.000 0.000 / 0.000 original_b19/grayscale_b9 0.000 0.000 / 0.000 original_b19/blur_b0 0.186 0.186 / 0.031 original_b19/blur_b9 0.041 0.041 / 0.007 grayscale_b0/blur_b0 0.957, 0.838, 0.665, 0.032, 0.000, 0.000 0.356 / 0.415 grayscale_b0/blur_b9 0.277, 0.089, 0.009, 0.001, 0.000, 0.000 0.054 / 0.062 grayscale_b9/blur_b0 0.058 0.058 / 0.010 grayscale_b9/blur_b9 0.644 0.644 / 0.107
Layer 1 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 2 / 2 9 512 / 100352 3.65e-05 / 3.81e-05 grayscale 1 / 1 6 512 / 100352 3.34e-05 / 3.5e-05 blur 2 / 2 10 512 / 100352 1.67e-05 / 2.03e-05
+original_b0: 8 directions (qualified) Closure pass fraction 0.92; mean cos² 0.989; collective excess / null edge 29.87. Segment cap binding: True; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 28.8; the scale is fixed across this block's panels.
+original: mean image activity 9.784 [9.397, 10.19]
+
high · ID 1950 · label 7
+
high · ID 38 · label 2
+
high · ID 3051 · label 8
+
high · ID 2795 · label 8
+
low · ID 2750 · label 8
+
low · ID 2847 · label 8
+
low · ID 3058 · label 8
+
low · ID 994 · label 3
+
grayscale: mean image activity 10.01 [9.594, 10.4]
+
high · ID 1950 · label 7
+
high · ID 38 · label 2
+
high · ID 3051 · label 8
+
high · ID 2795 · label 8
+
low · ID 2750 · label 8
+
low · ID 2847 · label 8
+
low · ID 3058 · label 8
+
low · ID 994 · label 3
+
blur: mean image activity 4.533 [4.408, 4.664]
+
high · ID 1950 · label 7
+
high · ID 38 · label 2
+
high · ID 3051 · label 8
+
high · ID 2795 · label 8
+
low · ID 2750 · label 8
+
low · ID 2847 · label 8
+
low · ID 3058 · label 8
+
low · ID 994 · label 3
+
Paired activity changes
+grayscale minus original: 0.2223 [0.09708, 0.333]
+blur minus original: -5.251 [-5.687, -4.846]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 9.58 [8.466, 10.28] original 1 14 9.885 [8.635, 11.25] original 2 12 10.29 [9.051, 11.77] original 3 14 10.15 [8.918, 11.21] original 4 15 9.412 [8.594, 10.29] original 5 12 9.187 [8.447, 9.914] original 6 14 10.25 [9.549, 11.12] original 7 16 11.02 [10.02, 12.16] original 8 16 8.62 [7.205, 10.25] original 9 9 9.082 [8.211, 10.08] grayscale 0 6 10.09 [8.628, 10.93] grayscale 1 14 10.4 [9.189, 11.71] grayscale 2 12 10.13 [8.93, 11.62] grayscale 3 14 10.64 [9.49, 11.61] grayscale 4 15 9.684 [8.747, 10.73] grayscale 5 12 9.558 [8.725, 10.41] grayscale 6 14 10.72 [9.952, 11.66] grayscale 7 16 10.97 [9.974, 11.98] grayscale 8 16 8.96 [7.632, 10.55] grayscale 9 9 8.364 [7.094, 9.671] blur 0 6 4.399 [3.995, 4.805] blur 1 14 4.076 [3.833, 4.338] blur 2 12 5.018 [4.707, 5.337] blur 3 14 4.924 [4.462, 5.44] blur 4 15 4.258 [4.014, 4.559] blur 5 12 4.491 [4.103, 4.995] blur 6 14 4.303 [4.037, 4.579] blur 7 16 4.473 [4.18, 4.781] blur 8 16 4.461 [4.168, 4.838] blur 9 9 5.184 [4.618, 5.751]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.00793 [0.007246, 0.008675] original block 1.0 relative squared CLS displacement 0.0358 [0.03282, 0.0391] original random0 1.0 relative squared CLS displacement 0.02099 [0.01914, 0.02292] original random1 1.0 relative squared CLS displacement 0.02159 [0.01977, 0.02348] original random2 1.0 relative squared CLS displacement 0.02006 [0.0184, 0.02176] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.01165 [0.01063, 0.01269] grayscale block 1.0 relative squared CLS displacement 0.05249 [0.04794, 0.0573] grayscale random0 1.0 relative squared CLS displacement 0.02673 [0.02469, 0.02897] grayscale random1 1.0 relative squared CLS displacement 0.02829 [0.02601, 0.0307] grayscale random2 1.0 relative squared CLS displacement 0.02594 [0.0237, 0.02824] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.004411 [0.004111, 0.004729] blur block 1.0 relative squared CLS displacement 0.01948 [0.01815, 0.02085] blur random0 1.0 relative squared CLS displacement 0.04459 [0.04134, 0.04815] blur random1 1.0 relative squared CLS displacement 0.05863 [0.05287, 0.06483] blur random2 1.0 relative squared CLS displacement 0.03426 [0.03131, 0.03724]
original_b8: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 0.961; collective excess / null edge 4.56. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 44. Independent eval error: 0.009032698348164558.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 4.21; the scale is fixed across this block's panels.
+original: mean image activity 1.218 [1.15, 1.281]
+
high · ID 38 · label 2
+
high · ID 164 · label 2
+
high · ID 284 · label 2
+
high · ID 224 · label 2
+
low · ID 2750 · label 8
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 1604 · label 9
+
grayscale: mean image activity 1.28 [1.207, 1.349]
+
high · ID 38 · label 2
+
high · ID 164 · label 2
+
high · ID 284 · label 2
+
high · ID 224 · label 2
+
low · ID 2750 · label 8
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 1604 · label 9
+
blur: mean image activity 0.6336 [0.6057, 0.661]
+
high · ID 38 · label 2
+
high · ID 164 · label 2
+
high · ID 284 · label 2
+
high · ID 224 · label 2
+
low · ID 2750 · label 8
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 1604 · label 9
+
Paired activity changes
+grayscale minus original: 0.06212 [0.04669, 0.07812]
+blur minus original: -0.5843 [-0.6373, -0.5279]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.183 [0.9108, 1.423] original 1 14 1.282 [1.115, 1.466] original 2 12 1.42 [1.178, 1.658] original 3 14 1.337 [1.187, 1.476] original 4 15 1.185 [1.032, 1.352] original 5 12 1.24 [1.095, 1.378] original 6 14 1.463 [1.346, 1.598] original 7 16 1.325 [1.2, 1.455] original 8 16 0.903 [0.7849, 1.033] original 9 9 0.7009 [0.5698, 0.8406] grayscale 0 6 1.237 [0.9676, 1.49] grayscale 1 14 1.333 [1.156, 1.523] grayscale 2 12 1.418 [1.173, 1.666] grayscale 3 14 1.417 [1.267, 1.555] grayscale 4 15 1.282 [1.095, 1.48] grayscale 5 12 1.365 [1.169, 1.568] grayscale 6 14 1.573 [1.431, 1.722] grayscale 7 16 1.366 [1.243, 1.489] grayscale 8 16 0.9297 [0.8094, 1.055] grayscale 9 9 0.7279 [0.5852, 0.8862] blur 0 6 0.6304 [0.5463, 0.7207] blur 1 14 0.6034 [0.5268, 0.6904] blur 2 12 0.7083 [0.606, 0.8224] blur 3 14 0.7264 [0.6315, 0.839] blur 4 15 0.577 [0.5219, 0.646] blur 5 12 0.703 [0.6181, 0.7988] blur 6 14 0.6333 [0.5837, 0.6851] blur 7 16 0.6892 [0.6176, 0.7748] blur 8 16 0.5524 [0.4978, 0.6134] blur 9 9 0.4867 [0.451, 0.5285]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 1.375e-05 [1.232e-05, 1.528e-05] original block 1.0 relative squared CLS displacement 5.483e-05 [4.919e-05, 6.092e-05] original random0 1.0 relative squared CLS displacement 4.549e-05 [4.176e-05, 4.963e-05] original random1 1.0 relative squared CLS displacement 4.341e-05 [3.984e-05, 4.736e-05] original random2 1.0 relative squared CLS displacement 4.328e-05 [3.957e-05, 4.676e-05] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 1.801e-05 [1.616e-05, 1.996e-05] grayscale block 1.0 relative squared CLS displacement 7.183e-05 [6.45e-05, 7.962e-05] grayscale random0 1.0 relative squared CLS displacement 5.824e-05 [5.356e-05, 6.341e-05] grayscale random1 1.0 relative squared CLS displacement 5.517e-05 [5.056e-05, 6.022e-05] grayscale random2 1.0 relative squared CLS displacement 5.725e-05 [5.22e-05, 6.226e-05] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 1.148e-05 [1.035e-05, 1.281e-05] blur block 1.0 relative squared CLS displacement 4.589e-05 [4.137e-05, 5.119e-05] blur random0 1.0 relative squared CLS displacement 0.000113 [0.0001042, 0.0001227] blur random1 1.0 relative squared CLS displacement 0.0001162 [0.0001061, 0.0001271] blur random2 1.0 relative squared CLS displacement 9.116e-05 [8.232e-05, 0.0001015]
grayscale_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.981; collective excess / null edge 37.34. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 18.6; the scale is fixed across this block's panels.
+original: mean image activity 6.909 [6.686, 7.141]
+
high · ID 1950 · label 7
+
high · ID 3051 · label 8
+
high · ID 772 · label 3
+
high · ID 2460 · label 1
+
low · ID 2847 · label 8
+
low · ID 2750 · label 8
+
low · ID 3058 · label 8
+
low · ID 3112 · label 8
+
grayscale: mean image activity 7.389 [7.143, 7.652]
+
high · ID 1950 · label 7
+
high · ID 3051 · label 8
+
high · ID 772 · label 3
+
high · ID 2460 · label 1
+
low · ID 2847 · label 8
+
low · ID 2750 · label 8
+
low · ID 3058 · label 8
+
low · ID 3112 · label 8
+
blur: mean image activity 3.797 [3.695, 3.904]
+
high · ID 1950 · label 7
+
high · ID 3051 · label 8
+
high · ID 772 · label 3
+
high · ID 2460 · label 1
+
low · ID 2847 · label 8
+
low · ID 2750 · label 8
+
low · ID 3058 · label 8
+
low · ID 3112 · label 8
+
Paired activity changes
+grayscale minus original: 0.4792 [0.3822, 0.572]
+blur minus original: -3.113 [-3.349, -2.877]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 6.902 [6.237, 7.419] original 1 14 6.918 [6.195, 7.695] original 2 12 6.976 [6.42, 7.616] original 3 14 7.488 [6.686, 8.18] original 4 15 6.61 [6.12, 7.204] original 5 12 6.635 [6.218, 7.063] original 6 14 6.983 [6.63, 7.36] original 7 16 7.485 [6.828, 8.289] original 8 16 6.305 [5.498, 7.208] original 9 9 6.715 [6.241, 7.234] grayscale 0 6 7.765 [6.745, 8.446] grayscale 1 14 7.725 [6.863, 8.674] grayscale 2 12 6.988 [6.471, 7.637] grayscale 3 14 8.188 [7.328, 8.889] grayscale 4 15 7.062 [6.519, 7.692] grayscale 5 12 7.317 [6.734, 7.932] grayscale 6 14 7.599 [7.175, 8.033] grayscale 7 16 7.737 [7.092, 8.468] grayscale 8 16 6.844 [5.98, 7.877] grayscale 9 9 6.567 [5.833, 7.286] blur 0 6 3.682 [3.332, 4.026] blur 1 14 3.468 [3.271, 3.673] blur 2 12 4.187 [3.918, 4.446] blur 3 14 4.102 [3.729, 4.52] blur 4 15 3.575 [3.385, 3.811] blur 5 12 3.731 [3.426, 4.119] blur 6 14 3.566 [3.352, 3.792] blur 7 16 3.749 [3.52, 3.982] blur 8 16 3.762 [3.525, 4.078] blur 9 9 4.353 [3.883, 4.882]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.007752 [0.007073, 0.008493] original block 1.0 relative squared CLS displacement 0.03514 [0.03217, 0.03833] original random0 1.0 relative squared CLS displacement 0.02155 [0.01965, 0.02352] original random1 1.0 relative squared CLS displacement 0.02222 [0.02035, 0.02416] original random2 1.0 relative squared CLS displacement 0.0206 [0.01889, 0.02235] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.01169 [0.01064, 0.01275] grayscale block 1.0 relative squared CLS displacement 0.05304 [0.04836, 0.05798] grayscale random0 1.0 relative squared CLS displacement 0.02745 [0.02536, 0.02973] grayscale random1 1.0 relative squared CLS displacement 0.02914 [0.02679, 0.03161] grayscale random2 1.0 relative squared CLS displacement 0.02663 [0.02433, 0.02899] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.004059 [0.003812, 0.00432] blur block 1.0 relative squared CLS displacement 0.01847 [0.01736, 0.01971] blur random0 1.0 relative squared CLS displacement 0.04574 [0.04238, 0.04941] blur random1 1.0 relative squared CLS displacement 0.06013 [0.05425, 0.06648] blur random2 1.0 relative squared CLS displacement 0.03512 [0.03211, 0.03817]
blur_b0: 5 directions (qualified) Closure pass fraction 0.92; mean cos² 0.990; collective excess / null edge 44.27. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 27.9; the scale is fixed across this block's panels.
+original: mean image activity 3.892 [3.761, 4.044]
+
high · ID 1679 · label 9
+
high · ID 1604 · label 9
+
high · ID 1595 · label 9
+
high · ID 1044 · label 3
+
low · ID 1351 · label 4
+
low · ID 1377 · label 4
+
low · ID 2364 · label 1
+
low · ID 2375 · label 1
+
grayscale: mean image activity 4.004 [3.895, 4.122]
+
high · ID 1679 · label 9
+
high · ID 1604 · label 9
+
high · ID 1595 · label 9
+
high · ID 1044 · label 3
+
low · ID 1351 · label 4
+
low · ID 1377 · label 4
+
low · ID 2364 · label 1
+
low · ID 2375 · label 1
+
blur: mean image activity 7.348 [7.107, 7.591]
+
high · ID 1679 · label 9
+
high · ID 1604 · label 9
+
high · ID 1595 · label 9
+
high · ID 1044 · label 3
+
low · ID 1351 · label 4
+
low · ID 1377 · label 4
+
low · ID 2364 · label 1
+
low · ID 2375 · label 1
+
Paired activity changes
+grayscale minus original: 0.1119 [0.03219, 0.1847]
+blur minus original: 3.456 [3.212, 3.691]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 3.653 [3.371, 3.897] original 1 14 3.414 [3.217, 3.593] original 2 12 4.507 [4.045, 4.952] original 3 14 3.964 [3.55, 4.47] original 4 15 3.686 [3.316, 4.079] original 5 12 3.648 [3.49, 3.795] original 6 14 3.535 [3.37, 3.735] original 7 16 3.903 [3.669, 4.133] original 8 16 3.724 [3.531, 3.941] original 9 9 5.368 [4.464, 6.275] grayscale 0 6 4.112 [3.841, 4.38] grayscale 1 14 3.754 [3.513, 4.018] grayscale 2 12 4.391 [3.925, 4.834] grayscale 3 14 4.168 [3.852, 4.544] grayscale 4 15 3.762 [3.424, 4.154] grayscale 5 12 3.897 [3.697, 4.092] grayscale 6 14 3.734 [3.528, 3.93] grayscale 7 16 3.919 [3.759, 4.081] grayscale 8 16 3.945 [3.742, 4.169] grayscale 9 9 4.77 [4.13, 5.51] blur 0 6 7.45 [7.072, 7.811] blur 1 14 7.109 [6.236, 7.891] blur 2 12 8.034 [6.896, 9.127] blur 3 14 7.15 [6.556, 7.767] blur 4 15 7.338 [6.566, 8.13] blur 5 12 7.361 [6.713, 8.028] blur 6 14 7.239 [6.728, 7.76] blur 7 16 7.382 [6.773, 7.969] blur 8 16 7.41 [6.719, 8.217] blur 9 9 7.042 [6.534, 7.539]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0004827 [0.0004348, 0.0005353] original block 1.0 relative squared CLS displacement 0.002169 [0.001954, 0.002407] original random0 1.0 relative squared CLS displacement 0.00474 [0.004327, 0.005192] original random1 1.0 relative squared CLS displacement 0.004894 [0.00449, 0.005333] original random2 1.0 relative squared CLS displacement 0.004332 [0.003972, 0.004693] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0006563 [0.0006004, 0.0007199] grayscale block 1.0 relative squared CLS displacement 0.002965 [0.002709, 0.00325] grayscale random0 1.0 relative squared CLS displacement 0.006009 [0.005543, 0.006549] grayscale random1 1.0 relative squared CLS displacement 0.006307 [0.005789, 0.006856] grayscale random2 1.0 relative squared CLS displacement 0.005679 [0.005188, 0.006176] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.001255 [0.00114, 0.001375] blur block 1.0 relative squared CLS displacement 0.005247 [0.004783, 0.005752] blur random0 1.0 relative squared CLS displacement 0.0106 [0.009873, 0.01139] blur random1 1.0 relative squared CLS displacement 0.01409 [0.01272, 0.01549] blur random2 1.0 relative squared CLS displacement 0.008187 [0.007409, 0.009061]
blur_b8: 5 directions (qualified) Closure pass fraction 1.00; mean cos² 0.988; collective excess / null edge 33.07. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 39.6; the scale is fixed across this block's panels.
+original: mean image activity 2.792 [2.68, 2.913]
+
high · ID 3058 · label 8
+
high · ID 162 · label 2
+
high · ID 1679 · label 9
+
high · ID 164 · label 2
+
low · ID 1351 · label 4
+
low · ID 2364 · label 1
+
low · ID 2279 · label 7
+
low · ID 3765 · label 5
+
grayscale: mean image activity 2.947 [2.84, 3.058]
+
high · ID 3058 · label 8
+
high · ID 162 · label 2
+
high · ID 1679 · label 9
+
high · ID 164 · label 2
+
low · ID 1351 · label 4
+
low · ID 2364 · label 1
+
low · ID 2279 · label 7
+
low · ID 3765 · label 5
+
blur: mean image activity 10.24 [9.825, 10.65]
+
high · ID 3058 · label 8
+
high · ID 162 · label 2
+
high · ID 1679 · label 9
+
high · ID 164 · label 2
+
low · ID 1351 · label 4
+
low · ID 2364 · label 1
+
low · ID 2279 · label 7
+
low · ID 3765 · label 5
+
Paired activity changes
+grayscale minus original: 0.1546 [0.1128, 0.1908]
+blur minus original: 7.449 [7.04, 7.845]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.33 [2.078, 2.597] original 1 14 2.282 [2.099, 2.459] original 2 12 3.453 [3.067, 3.902] original 3 14 2.558 [2.251, 2.961] original 4 15 2.837 [2.444, 3.258] original 5 12 2.61 [2.402, 2.824] original 6 14 2.599 [2.433, 2.785] original 7 16 2.763 [2.514, 3.029] original 8 16 3.064 [2.716, 3.453] original 9 9 3.416 [2.884, 3.927] grayscale 0 6 2.69 [2.439, 2.915] grayscale 1 14 2.563 [2.351, 2.747] grayscale 2 12 3.473 [3.069, 3.929] grayscale 3 14 2.691 [2.427, 3.025] grayscale 4 15 2.99 [2.581, 3.418] grayscale 5 12 2.787 [2.552, 3.045] grayscale 6 14 2.747 [2.553, 2.941] grayscale 7 16 2.909 [2.658, 3.194] grayscale 8 16 3.313 [2.985, 3.687] grayscale 9 9 3.281 [2.863, 3.75] blur 0 6 10.28 [9.729, 10.75] blur 1 14 9.716 [9.057, 10.36] blur 2 12 11.33 [9.841, 12.62] blur 3 14 9.902 [8.802, 11.11] blur 4 15 10.43 [9.431, 11.32] blur 5 12 9.519 [8.582, 10.42] blur 6 14 11.58 [10.34, 13.47] blur 7 16 10.83 [9.68, 12.06] blur 8 16 10.21 [9.491, 10.9] blur 9 9 7.689 [5.959, 9.763]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 2.808e-05 [2.549e-05, 3.072e-05] original block 1.0 relative squared CLS displacement 0.0001148 [0.0001041, 0.0001257] original random0 1.0 relative squared CLS displacement 0.0004569 [0.0004191, 0.0004991] original random1 1.0 relative squared CLS displacement 0.0004577 [0.0004204, 0.0004998] original random2 1.0 relative squared CLS displacement 0.0004184 [0.0003832, 0.0004529] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 4.49e-05 [4.081e-05, 4.905e-05] grayscale block 1.0 relative squared CLS displacement 0.0001839 [0.0001669, 0.0002011] grayscale random0 1.0 relative squared CLS displacement 0.0005833 [0.0005365, 0.000636] grayscale random1 1.0 relative squared CLS displacement 0.0005833 [0.0005351, 0.0006358] grayscale random2 1.0 relative squared CLS displacement 0.0005528 [0.0005039, 0.0006015] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0001762 [0.00016, 0.0001946] blur block 1.0 relative squared CLS displacement 0.0007076 [0.0006431, 0.0007796] blur random0 1.0 relative squared CLS displacement 0.001102 [0.001018, 0.001193] blur random1 1.0 relative squared CLS displacement 0.001255 [0.001146, 0.001375] blur random2 1.0 relative squared CLS displacement 0.0008596 [0.0007763, 0.0009561]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.999, 0.994, 0.993, 0.980, 0.975, 0.967 0.739 / 0.985 original_b0/blur_b0 0.990, 0.986, 0.887, 0.398, 0.000 0.408 / 0.652 original_b0/blur_b8 0.356, 0.011, 0.003, 0.002, 0.000 0.047 / 0.074 original_b8/grayscale_b0 0.001 0.001 / 0.000 original_b8/blur_b0 0.013 0.013 / 0.003 original_b8/blur_b8 0.006 0.006 / 0.001 grayscale_b0/blur_b0 0.983, 0.976, 0.729, 0.325, 0.000 0.502 / 0.603 grayscale_b0/blur_b8 0.280, 0.015, 0.008, 0.002, 0.000 0.051 / 0.061
Layer 2 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 6 / 5 10 512 / 100352 1.04e-05 / 1.61e-05 grayscale 2 / 2 8 512 / 100352 9.71e-06 / 1.48e-05 blur 3 / 3 14 512 / 100352 9.48e-06 / 1.33e-05
+original_b18: 1 directions (qualified) Closure pass fraction 0.92; mean cos² 0.912; collective excess / null edge 26.76. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 7.9; the scale is fixed across this block's panels.
+original: mean image activity 1.258 [1.183, 1.334]
+
high · ID 1131 · label 4
+
high · ID 2460 · label 1
+
high · ID 89 · label 2
+
high · ID 3222 · label 6
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 2210 · label 7
+
low · ID 1837 · label 9
+
grayscale: mean image activity 1.337 [1.252, 1.42]
+
high · ID 1131 · label 4
+
high · ID 2460 · label 1
+
high · ID 89 · label 2
+
high · ID 3222 · label 6
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 2210 · label 7
+
low · ID 1837 · label 9
+
blur: mean image activity 0.5175 [0.4702, 0.5731]
+
high · ID 1131 · label 4
+
high · ID 2460 · label 1
+
high · ID 89 · label 2
+
high · ID 3222 · label 6
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 2210 · label 7
+
low · ID 1837 · label 9
+
Paired activity changes
+grayscale minus original: 0.07832 [0.06351, 0.093]
+blur minus original: -0.7409 [-0.8163, -0.6633]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.215 [1.05, 1.375] original 1 14 1.266 [1.052, 1.566] original 2 12 1.242 [0.9905, 1.533] original 3 14 1.457 [1.278, 1.638] original 4 15 1.307 [1.051, 1.635] original 5 12 1.286 [1.119, 1.446] original 6 14 1.524 [1.3, 1.741] original 7 16 1.173 [0.9781, 1.395] original 8 16 1.172 [1.005, 1.34] original 9 9 0.7628 [0.4858, 1.081] grayscale 0 6 1.214 [1.073, 1.349] grayscale 1 14 1.343 [1.123, 1.673] grayscale 2 12 1.307 [1.023, 1.652] grayscale 3 14 1.521 [1.33, 1.72] grayscale 4 15 1.436 [1.153, 1.821] grayscale 5 12 1.382 [1.225, 1.539] grayscale 6 14 1.633 [1.387, 1.884] grayscale 7 16 1.253 [1.033, 1.52] grayscale 8 16 1.245 [1.065, 1.424] grayscale 9 9 0.7855 [0.4818, 1.127] blur 0 6 0.4808 [0.4214, 0.5335] blur 1 14 0.4806 [0.3943, 0.5855] blur 2 12 0.4718 [0.4027, 0.5478] blur 3 14 0.6493 [0.534, 0.7855] blur 4 15 0.4634 [0.3609, 0.6071] blur 5 12 0.6048 [0.4951, 0.7153] blur 6 14 0.5373 [0.4331, 0.651] blur 7 16 0.4313 [0.3315, 0.5723] blur 8 16 0.4626 [0.3951, 0.5301] blur 9 9 0.6489 [0.2952, 1.25]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 3.641e-06 [3.227e-06, 4.092e-06] original block 1.0 relative squared CLS displacement 1.451e-05 [1.286e-05, 1.631e-05] original random0 1.0 relative squared CLS displacement 1.986e-05 [1.813e-05, 2.161e-05] original random1 1.0 relative squared CLS displacement 1.76e-05 [1.623e-05, 1.907e-05] original random2 1.0 relative squared CLS displacement 1.856e-05 [1.704e-05, 2.012e-05] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 5.027e-06 [4.448e-06, 5.62e-06] grayscale block 1.0 relative squared CLS displacement 2.001e-05 [1.772e-05, 2.233e-05] grayscale random0 1.0 relative squared CLS displacement 1.918e-05 [1.778e-05, 2.069e-05] grayscale random1 1.0 relative squared CLS displacement 2.111e-05 [1.947e-05, 2.286e-05] grayscale random2 1.0 relative squared CLS displacement 2.176e-05 [1.997e-05, 2.368e-05] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 6.382e-06 [5.55e-06, 7.35e-06] blur block 1.0 relative squared CLS displacement 2.562e-05 [2.229e-05, 2.95e-05] blur random0 1.0 relative squared CLS displacement 4.242e-05 [3.775e-05, 4.739e-05] blur random1 1.0 relative squared CLS displacement 6.065e-05 [5.388e-05, 6.821e-05] blur random2 1.0 relative squared CLS displacement 5.86e-05 [5.145e-05, 6.79e-05]
original_b8: 1 directions (qualified) Closure pass fraction 0.92; mean cos² 0.948; collective excess / null edge 18.27. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 14. Independent eval error: 0.008740357123315334.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 7.64; the scale is fixed across this block's panels.
+original: mean image activity 1.193 [1.114, 1.271]
+
high · ID 2192 · label 7
+
high · ID 1986 · label 7
+
high · ID 2129 · label 7
+
high · ID 889 · label 3
+
low · ID 2364 · label 1
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 1351 · label 4
+
grayscale: mean image activity 1.334 [1.248, 1.422]
+
high · ID 2192 · label 7
+
high · ID 1986 · label 7
+
high · ID 2129 · label 7
+
high · ID 889 · label 3
+
low · ID 2364 · label 1
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 1351 · label 4
+
blur: mean image activity 0.6231 [0.5916, 0.6565]
+
high · ID 2192 · label 7
+
high · ID 1986 · label 7
+
high · ID 2129 · label 7
+
high · ID 889 · label 3
+
low · ID 2364 · label 1
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 1351 · label 4
+
Paired activity changes
+grayscale minus original: 0.141 [0.1232, 0.1603]
+blur minus original: -0.5702 [-0.6299, -0.5098]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.031 [0.7657, 1.25] original 1 14 1.187 [0.9656, 1.38] original 2 12 1.068 [0.9299, 1.212] original 3 14 1.159 [0.9546, 1.405] original 4 15 1.277 [1.087, 1.429] original 5 12 1.36 [1.187, 1.518] original 6 14 1.417 [1.262, 1.559] original 7 16 1.551 [1.292, 1.814] original 8 16 0.8242 [0.6935, 0.9742] original 9 9 0.8442 [0.6089, 1.067] grayscale 0 6 1.253 [0.8899, 1.566] grayscale 1 14 1.386 [1.145, 1.592] grayscale 2 12 1.159 [0.9847, 1.346] grayscale 3 14 1.303 [1.061, 1.586] grayscale 4 15 1.35 [1.167, 1.506] grayscale 5 12 1.583 [1.403, 1.761] grayscale 6 14 1.554 [1.372, 1.72] grayscale 7 16 1.689 [1.411, 1.951] grayscale 8 16 0.9342 [0.7656, 1.132] grayscale 9 9 0.9725 [0.6708, 1.272] blur 0 6 0.5404 [0.4231, 0.6631] blur 1 14 0.61 [0.5159, 0.696] blur 2 12 0.5841 [0.5077, 0.6722] blur 3 14 0.6689 [0.5433, 0.7952] blur 4 15 0.647 [0.5623, 0.7389] blur 5 12 0.5474 [0.474, 0.6207] blur 6 14 0.6982 [0.6312, 0.7576] blur 7 16 0.7593 [0.6466, 0.8728] blur 8 16 0.515 [0.455, 0.5766] blur 9 9 0.5733 [0.4605, 0.6806]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 3.876e-05 [3.395e-05, 4.414e-05] original block 1.0 relative squared CLS displacement 0.0001588 [0.000139, 0.0001808] original random0 1.0 relative squared CLS displacement 0.00013 [0.0001188, 0.0001414] original random1 1.0 relative squared CLS displacement 0.0001155 [0.0001066, 0.0001251] original random2 1.0 relative squared CLS displacement 0.0001211 [0.0001112, 0.0001313] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 6.083e-05 [5.352e-05, 6.839e-05] grayscale block 1.0 relative squared CLS displacement 0.0002505 [0.0002209, 0.0002817] grayscale random0 1.0 relative squared CLS displacement 0.0001256 [0.0001165, 0.0001356] grayscale random1 1.0 relative squared CLS displacement 0.0001388 [0.0001279, 0.0001502] grayscale random2 1.0 relative squared CLS displacement 0.0001421 [0.0001303, 0.0001547] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 3.992e-05 [3.315e-05, 4.921e-05] blur block 1.0 relative squared CLS displacement 0.0001623 [0.0001345, 0.0002001] blur random0 1.0 relative squared CLS displacement 0.0002777 [0.000247, 0.0003104] blur random1 1.0 relative squared CLS displacement 0.0003985 [0.0003547, 0.0004483] blur random2 1.0 relative squared CLS displacement 0.0003804 [0.0003345, 0.0004392]
original_b10: 2 directions (qualified) Closure pass fraction 0.83; mean cos² 0.935; collective excess / null edge 15.75. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 44. Independent eval error: 0.009310444816946983.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 7.85; the scale is fixed across this block's panels.
+original: mean image activity 2.349 [2.259, 2.436]
+
high · ID 2129 · label 7
+
high · ID 1986 · label 7
+
high · ID 910 · label 3
+
high · ID 2070 · label 7
+
low · ID 3051 · label 8
+
low · ID 2750 · label 8
+
low · ID 615 · label 0
+
low · ID 1351 · label 4
+
grayscale: mean image activity 2.369 [2.272, 2.46]
+
high · ID 2129 · label 7
+
high · ID 1986 · label 7
+
high · ID 910 · label 3
+
high · ID 2070 · label 7
+
low · ID 3051 · label 8
+
low · ID 2750 · label 8
+
low · ID 615 · label 0
+
low · ID 1351 · label 4
+
blur: mean image activity 1.569 [1.529, 1.611]
+
high · ID 2129 · label 7
+
high · ID 1986 · label 7
+
high · ID 910 · label 3
+
high · ID 2070 · label 7
+
low · ID 3051 · label 8
+
low · ID 2750 · label 8
+
low · ID 615 · label 0
+
low · ID 1351 · label 4
+
Paired activity changes
+grayscale minus original: 0.02024 [-0.001887, 0.0417]
+blur minus original: -0.7795 [-0.8565, -0.7002]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.128 [1.79, 2.341] original 1 14 2.216 [2.003, 2.443] original 2 12 2.502 [2.322, 2.688] original 3 14 2.435 [2.256, 2.646] original 4 15 2.292 [2.086, 2.488] original 5 12 2.495 [2.288, 2.695] original 6 14 2.689 [2.519, 2.856] original 7 16 2.705 [2.415, 2.999] original 8 16 1.803 [1.621, 2.001] original 9 9 2.07 [1.904, 2.237] grayscale 0 6 2.167 [1.807, 2.445] grayscale 1 14 2.26 [2.078, 2.486] grayscale 2 12 2.531 [2.321, 2.745] grayscale 3 14 2.494 [2.292, 2.701] grayscale 4 15 2.25 [2.036, 2.444] grayscale 5 12 2.548 [2.342, 2.75] grayscale 6 14 2.744 [2.555, 2.923] grayscale 7 16 2.729 [2.421, 3.03] grayscale 8 16 1.81 [1.601, 2.034] grayscale 9 9 1.991 [1.754, 2.22] blur 0 6 1.508 [1.385, 1.654] blur 1 14 1.524 [1.41, 1.651] blur 2 12 1.745 [1.604, 1.891] blur 3 14 1.652 [1.514, 1.815] blur 4 15 1.458 [1.385, 1.525] blur 5 12 1.503 [1.396, 1.625] blur 6 14 1.47 [1.386, 1.554] blur 7 16 1.691 [1.571, 1.809] blur 8 16 1.482 [1.379, 1.591] blur 9 9 1.687 [1.535, 1.85]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 2.571e-05 [2.296e-05, 2.84e-05] original block 1.0 relative squared CLS displacement 0.0001035 [9.254e-05, 0.0001142] original random0 1.0 relative squared CLS displacement 0.0001241 [0.0001134, 0.000135] original random1 1.0 relative squared CLS displacement 0.0001103 [0.0001017, 0.0001195] original random2 1.0 relative squared CLS displacement 0.0001156 [0.0001062, 0.0001254] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 3.373e-05 [3.041e-05, 3.705e-05] grayscale block 1.0 relative squared CLS displacement 0.000136 [0.0001227, 0.0001493] grayscale random0 1.0 relative squared CLS displacement 0.0001199 [0.0001112, 0.0001294] grayscale random1 1.0 relative squared CLS displacement 0.0001325 [0.0001221, 0.0001434] grayscale random2 1.0 relative squared CLS displacement 0.0001356 [0.0001244, 0.0001477] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 4.42e-05 [4.052e-05, 4.799e-05] blur block 1.0 relative squared CLS displacement 0.0001775 [0.0001628, 0.0001928] blur random0 1.0 relative squared CLS displacement 0.0002651 [0.0002357, 0.0002963] blur random1 1.0 relative squared CLS displacement 0.0003803 [0.0003386, 0.0004279] blur random2 1.0 relative squared CLS displacement 0.0003633 [0.0003194, 0.0004194]
grayscale_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.984; collective excess / null edge 25.82. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 35.3; the scale is fixed across this block's panels.
+original: mean image activity 7.183 [6.893, 7.497]
+
high · ID 1159 · label 4
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 3810 · label 5
+
low · ID 615 · label 0
+
low · ID 2750 · label 8
+
low · ID 3058 · label 8
+
low · ID 1595 · label 9
+
grayscale: mean image activity 7.743 [7.452, 8.05]
+
high · ID 1159 · label 4
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 3810 · label 5
+
low · ID 615 · label 0
+
low · ID 2750 · label 8
+
low · ID 3058 · label 8
+
low · ID 1595 · label 9
+
blur: mean image activity 3.684 [3.532, 3.859]
+
high · ID 1159 · label 4
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 3810 · label 5
+
low · ID 615 · label 0
+
low · ID 2750 · label 8
+
low · ID 3058 · label 8
+
low · ID 1595 · label 9
+
Paired activity changes
+grayscale minus original: 0.5597 [0.4955, 0.6272]
+blur minus original: -3.499 [-3.777, -3.217]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 5.575 [4.749, 6.257] original 1 14 7.089 [6.54, 7.655] original 2 12 7.478 [6.43, 8.508] original 3 14 7.907 [7.13, 8.798] original 4 15 7.576 [6.586, 8.655] original 5 12 7.915 [7.161, 8.785] original 6 14 7.667 [7.223, 8.126] original 7 16 7.974 [7.482, 8.516] original 8 16 5.649 [5.141, 6.265] original 9 9 5.822 [5.164, 6.543] grayscale 0 6 6.302 [5.141, 7.253] grayscale 1 14 7.808 [7.177, 8.471] grayscale 2 12 7.696 [6.714, 8.668] grayscale 3 14 8.431 [7.713, 9.245] grayscale 4 15 8.025 [7.019, 9.118] grayscale 5 12 8.711 [8.035, 9.497] grayscale 6 14 8.203 [7.737, 8.677] grayscale 7 16 8.512 [7.991, 9.097] grayscale 8 16 6.143 [5.591, 6.735] grayscale 9 9 6.601 [5.911, 7.299] blur 0 6 2.977 [2.78, 3.163] blur 1 14 3.027 [2.892, 3.164] blur 2 12 4.865 [3.963, 5.733] blur 3 14 4.322 [3.649, 5.188] blur 4 15 3.642 [3.286, 4.052] blur 5 12 3.243 [3.047, 3.475] blur 6 14 3.547 [3.337, 3.796] blur 7 16 3.666 [3.444, 3.88] blur 8 16 3.388 [3.023, 3.784] blur 9 9 4.041 [3.474, 4.633]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.000658 [0.000572, 0.0007545] original block 1.0 relative squared CLS displacement 0.002736 [0.00238, 0.003118] original random0 1.0 relative squared CLS displacement 0.001592 [0.001456, 0.001735] original random1 1.0 relative squared CLS displacement 0.001413 [0.001303, 0.001531] original random2 1.0 relative squared CLS displacement 0.001459 [0.001343, 0.00158] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0007859 [0.0006961, 0.0008814] grayscale block 1.0 relative squared CLS displacement 0.003245 [0.002879, 0.003643] grayscale random0 1.0 relative squared CLS displacement 0.001538 [0.001426, 0.001657] grayscale random1 1.0 relative squared CLS displacement 0.001708 [0.001577, 0.001847] grayscale random2 1.0 relative squared CLS displacement 0.001718 [0.001572, 0.001871] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0006084 [0.0005554, 0.00066] blur block 1.0 relative squared CLS displacement 0.002566 [0.002349, 0.002781] blur random0 1.0 relative squared CLS displacement 0.003367 [0.002985, 0.003769] blur random1 1.0 relative squared CLS displacement 0.00484 [0.004302, 0.005443] blur random2 1.0 relative squared CLS displacement 0.004451 [0.003961, 0.00506]
grayscale_b10: 2 directions (qualified) Closure pass fraction 0.83; mean cos² 0.929; collective excess / null edge 6.09. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 41. Independent eval error: 0.009546895511448383.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 10.9; the scale is fixed across this block's panels.
+original: mean image activity 2.493 [2.347, 2.639]
+
high · ID 2129 · label 7
+
high · ID 2192 · label 7
+
high · ID 1986 · label 7
+
high · ID 3230 · label 6
+
low · ID 615 · label 0
+
low · ID 1679 · label 9
+
low · ID 3051 · label 8
+
low · ID 1595 · label 9
+
grayscale: mean image activity 2.631 [2.473, 2.785]
+
high · ID 2129 · label 7
+
high · ID 2192 · label 7
+
high · ID 1986 · label 7
+
high · ID 3230 · label 6
+
low · ID 615 · label 0
+
low · ID 1679 · label 9
+
low · ID 3051 · label 8
+
low · ID 1595 · label 9
+
blur: mean image activity 1.266 [1.225, 1.309]
+
high · ID 2129 · label 7
+
high · ID 2192 · label 7
+
high · ID 1986 · label 7
+
high · ID 3230 · label 6
+
low · ID 615 · label 0
+
low · ID 1679 · label 9
+
low · ID 3051 · label 8
+
low · ID 1595 · label 9
+
Paired activity changes
+grayscale minus original: 0.1386 [0.1129, 0.1668]
+blur minus original: -1.227 [-1.346, -1.104]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.141 [1.64, 2.516] original 1 14 2.373 [2.063, 2.704] original 2 12 2.419 [2.05, 2.786] original 3 14 2.61 [2.283, 2.942] original 4 15 2.475 [2.204, 2.738] original 5 12 2.766 [2.458, 3.09] original 6 14 3.195 [2.896, 3.477] original 7 16 3.194 [2.789, 3.644] original 8 16 1.604 [1.433, 1.8] original 9 9 1.735 [1.404, 2.029] grayscale 0 6 2.395 [1.789, 2.873] grayscale 1 14 2.533 [2.216, 2.883] grayscale 2 12 2.568 [2.152, 2.998] grayscale 3 14 2.742 [2.425, 3.074] grayscale 4 15 2.544 [2.287, 2.789] grayscale 5 12 2.93 [2.592, 3.269] grayscale 6 14 3.363 [3.029, 3.66] grayscale 7 16 3.342 [2.897, 3.78] grayscale 8 16 1.738 [1.549, 1.95] grayscale 9 9 1.787 [1.39, 2.15] blur 0 6 1.158 [1.031, 1.285] blur 1 14 1.219 [1.131, 1.326] blur 2 12 1.352 [1.214, 1.503] blur 3 14 1.397 [1.289, 1.503] blur 4 15 1.171 [1.077, 1.265] blur 5 12 1.23 [1.157, 1.3] blur 6 14 1.354 [1.246, 1.467] blur 7 16 1.451 [1.321, 1.583] blur 8 16 1.05 [0.9747, 1.145] blur 9 9 1.212 [1.105, 1.328]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 1.342e-05 [1.176e-05, 1.511e-05] original block 1.0 relative squared CLS displacement 5.362e-05 [4.699e-05, 6.037e-05] original random0 1.0 relative squared CLS displacement 5.387e-05 [4.919e-05, 5.862e-05] original random1 1.0 relative squared CLS displacement 4.736e-05 [4.368e-05, 5.131e-05] original random2 1.0 relative squared CLS displacement 5.038e-05 [4.626e-05, 5.462e-05] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 1.954e-05 [1.72e-05, 2.202e-05] grayscale block 1.0 relative squared CLS displacement 7.819e-05 [6.883e-05, 8.82e-05] grayscale random0 1.0 relative squared CLS displacement 5.203e-05 [4.825e-05, 5.614e-05] grayscale random1 1.0 relative squared CLS displacement 5.686e-05 [5.241e-05, 6.156e-05] grayscale random2 1.0 relative squared CLS displacement 5.908e-05 [5.422e-05, 6.427e-05] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 1.273e-05 [1.18e-05, 1.371e-05] blur block 1.0 relative squared CLS displacement 5.098e-05 [4.72e-05, 5.492e-05] blur random0 1.0 relative squared CLS displacement 0.0001151 [0.0001024, 0.0001286] blur random1 1.0 relative squared CLS displacement 0.0001633 [0.0001452, 0.0001837] blur random2 1.0 relative squared CLS displacement 0.0001588 [0.0001395, 0.0001837]
blur_b0: 8 directions (qualified) Closure pass fraction 1.00; mean cos² 0.997; collective excess / null edge 40.64. Segment cap binding: True; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 39.3; the scale is fixed across this block's panels.
+original: mean image activity 4.141 [3.808, 4.525]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 130 · label 2
+
high · ID 910 · label 3
+
low · ID 2364 · label 1
+
low · ID 1950 · label 7
+
low · ID 1351 · label 4
+
low · ID 1004 · label 3
+
grayscale: mean image activity 4.052 [3.721, 4.432]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 130 · label 2
+
high · ID 910 · label 3
+
low · ID 2364 · label 1
+
low · ID 1950 · label 7
+
low · ID 1351 · label 4
+
low · ID 1004 · label 3
+
blur: mean image activity 16.59 [15.86, 17.26]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 130 · label 2
+
high · ID 910 · label 3
+
low · ID 2364 · label 1
+
low · ID 1950 · label 7
+
low · ID 1351 · label 4
+
low · ID 1004 · label 3
+
Paired activity changes
+grayscale minus original: -0.08905 [-0.142, -0.02641]
+blur minus original: 12.45 [11.72, 13.17]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 3.367 [2.907, 3.954] original 1 14 3.11 [2.93, 3.3] original 2 12 6.639 [4.614, 8.721] original 3 14 5.121 [3.578, 7.11] original 4 15 3.927 [3.248, 4.854] original 5 12 3.225 [3.079, 3.363] original 6 14 3.526 [3.264, 3.828] original 7 16 3.47 [3.227, 3.739] original 8 16 3.959 [3.543, 4.417] original 9 9 5.457 [4.154, 6.939] grayscale 0 6 3.183 [2.735, 3.75] grayscale 1 14 2.977 [2.775, 3.198] grayscale 2 12 6.342 [4.399, 8.311] grayscale 3 14 4.956 [3.439, 6.863] grayscale 4 15 3.841 [3.182, 4.738] grayscale 5 12 3.082 [2.925, 3.248] grayscale 6 14 3.379 [3.124, 3.67] grayscale 7 16 3.339 [3.086, 3.596] grayscale 8 16 4.016 [3.472, 4.593] grayscale 9 9 5.867 [4.267, 7.701] blur 0 6 17.99 [15.49, 20.38] blur 1 14 17.38 [15.16, 19.59] blur 2 12 17.22 [14.16, 19.76] blur 3 14 17.75 [15.04, 20.33] blur 4 15 16.72 [14.96, 18.51] blur 5 12 17.51 [16.08, 19.01] blur 6 14 17.66 [16.55, 18.75] blur 7 16 16.15 [14.23, 17.85] blur 8 16 14.44 [13.17, 15.75] blur 9 9 13.29 [11.91, 14.49]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0006404 [0.000593, 0.0006917] original block 1.0 relative squared CLS displacement 0.002626 [0.002433, 0.002841] original random0 1.0 relative squared CLS displacement 0.01076 [0.009833, 0.01174] original random1 1.0 relative squared CLS displacement 0.009706 [0.00892, 0.01051] original random2 1.0 relative squared CLS displacement 0.008754 [0.008076, 0.009447] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0007785 [0.0007202, 0.0008432] grayscale block 1.0 relative squared CLS displacement 0.003191 [0.002952, 0.003458] grayscale random0 1.0 relative squared CLS displacement 0.0104 [0.009614, 0.01123] grayscale random1 1.0 relative squared CLS displacement 0.01191 [0.01102, 0.01283] grayscale random2 1.0 relative squared CLS displacement 0.01039 [0.009503, 0.01132] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.008986 [0.007879, 0.01029] blur block 1.0 relative squared CLS displacement 0.03517 [0.03164, 0.03896] blur random0 1.0 relative squared CLS displacement 0.02145 [0.01915, 0.02385] blur random1 1.0 relative squared CLS displacement 0.03064 [0.02748, 0.03392] blur random2 1.0 relative squared CLS displacement 0.02448 [0.02222, 0.02701]
blur_b17: 1 directions (qualified) Closure pass fraction 0.83; mean cos² 0.908; collective excess / null edge 25.56. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 15.9; the scale is fixed across this block's panels.
+original: mean image activity 0.5348 [0.5019, 0.5718]
+
high · ID 1595 · label 9
+
high · ID 3112 · label 8
+
high · ID 1561 · label 9
+
high · ID 1481 · label 4
+
low · ID 3256 · label 6
+
low · ID 1986 · label 7
+
low · ID 896 · label 3
+
low · ID 984 · label 3
+
grayscale: mean image activity 0.5925 [0.5516, 0.6422]
+
high · ID 1595 · label 9
+
high · ID 3112 · label 8
+
high · ID 1561 · label 9
+
high · ID 1481 · label 4
+
low · ID 3256 · label 6
+
low · ID 1986 · label 7
+
low · ID 896 · label 3
+
low · ID 984 · label 3
+
blur: mean image activity 2.037 [1.869, 2.217]
+
high · ID 1595 · label 9
+
high · ID 3112 · label 8
+
high · ID 1561 · label 9
+
high · ID 1481 · label 4
+
low · ID 3256 · label 6
+
low · ID 1986 · label 7
+
low · ID 896 · label 3
+
low · ID 984 · label 3
+
Paired activity changes
+grayscale minus original: 0.05767 [0.04192, 0.07769]
+blur minus original: 1.502 [1.344, 1.683]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.538 [0.4809, 0.6004] original 1 14 0.5364 [0.4865, 0.5926] original 2 12 0.5111 [0.4408, 0.5978] original 3 14 0.4648 [0.3978, 0.552] original 4 15 0.5918 [0.4877, 0.7011] original 5 12 0.4673 [0.4275, 0.5152] original 6 14 0.4863 [0.4155, 0.5754] original 7 16 0.526 [0.4593, 0.6072] original 8 16 0.5729 [0.4789, 0.7157] original 9 9 0.6892 [0.4644, 0.9763] grayscale 0 6 0.5657 [0.503, 0.632] grayscale 1 14 0.5736 [0.5159, 0.6414] grayscale 2 12 0.5534 [0.4765, 0.6413] grayscale 3 14 0.4896 [0.4225, 0.5775] grayscale 4 15 0.6553 [0.5292, 0.8002] grayscale 5 12 0.5726 [0.4465, 0.7767] grayscale 6 14 0.5269 [0.4546, 0.6119] grayscale 7 16 0.5734 [0.4905, 0.6681] grayscale 8 16 0.6547 [0.5367, 0.8217] grayscale 9 9 0.799 [0.5167, 1.124] blur 0 6 2.701 [2.275, 3.301] blur 1 14 2.007 [1.642, 2.438] blur 2 12 2.073 [1.59, 2.572] blur 3 14 1.512 [1.17, 1.817] blur 4 15 2.737 [1.983, 3.614] blur 5 12 1.946 [1.715, 2.19] blur 6 14 1.685 [1.4, 2.018] blur 7 16 2.108 [1.563, 2.87] blur 8 16 2.078 [1.789, 2.4] blur 9 9 1.709 [1.062, 2.382]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 1.751e-05 [1.576e-05, 1.94e-05] original block 1.0 relative squared CLS displacement 6.953e-05 [6.263e-05, 7.689e-05] original random0 1.0 relative squared CLS displacement 0.0004396 [0.0004014, 0.0004783] original random1 1.0 relative squared CLS displacement 0.0003878 [0.0003579, 0.0004202] original random2 1.0 relative squared CLS displacement 0.0003779 [0.0003472, 0.0004095] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 2.5e-05 [2.265e-05, 2.756e-05] grayscale block 1.0 relative squared CLS displacement 9.941e-05 [8.998e-05, 0.0001096] grayscale random0 1.0 relative squared CLS displacement 0.0004248 [0.0003941, 0.000458] grayscale random1 1.0 relative squared CLS displacement 0.000467 [0.0004305, 0.0005053] grayscale random2 1.0 relative squared CLS displacement 0.0004438 [0.0004066, 0.0004827] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0001993 [0.000177, 0.0002204] blur block 1.0 relative squared CLS displacement 0.0007949 [0.0007067, 0.0008785] blur random0 1.0 relative squared CLS displacement 0.0009371 [0.0008323, 0.001048] blur random1 1.0 relative squared CLS displacement 0.001338 [0.00119, 0.001505] blur random2 1.0 relative squared CLS displacement 0.001178 [0.001039, 0.001354]
blur_b8: 5 directions (qualified) Closure pass fraction 0.92; mean cos² 0.961; collective excess / null edge 18.52. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 25.3; the scale is fixed across this block's panels.
+original: mean image activity 3.387 [3.28, 3.5]
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 3058 · label 8
+
high · ID 2795 · label 8
+
low · ID 1950 · label 7
+
low · ID 3051 · label 8
+
low · ID 1164 · label 4
+
low · ID 2641 · label 1
+
grayscale: mean image activity 3.293 [3.184, 3.418]
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 3058 · label 8
+
high · ID 2795 · label 8
+
low · ID 1950 · label 7
+
low · ID 3051 · label 8
+
low · ID 1164 · label 4
+
low · ID 2641 · label 1
+
blur: mean image activity 8.846 [8.624, 9.062]
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 3058 · label 8
+
high · ID 2795 · label 8
+
low · ID 1950 · label 7
+
low · ID 3051 · label 8
+
low · ID 1164 · label 4
+
low · ID 2641 · label 1
+
Paired activity changes
+grayscale minus original: -0.09385 [-0.1232, -0.06407]
+blur minus original: 5.459 [5.233, 5.712]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 3.129 [2.928, 3.288] original 1 14 2.988 [2.843, 3.143] original 2 12 4.039 [3.668, 4.387] original 3 14 3.488 [3.152, 3.921] original 4 15 3.227 [2.994, 3.503] original 5 12 3.207 [3.005, 3.418] original 6 14 3.406 [3.221, 3.608] original 7 16 3.402 [3.124, 3.639] original 8 16 3.418 [3.065, 3.824] original 9 9 3.55 [2.933, 4.332] grayscale 0 6 2.961 [2.778, 3.161] grayscale 1 14 2.846 [2.675, 3.014] grayscale 2 12 3.927 [3.565, 4.285] grayscale 3 14 3.393 [3.03, 3.841] grayscale 4 15 3.13 [2.919, 3.386] grayscale 5 12 3.018 [2.821, 3.212] grayscale 6 14 3.302 [3.123, 3.5] grayscale 7 16 3.272 [2.994, 3.527] grayscale 8 16 3.443 [2.995, 3.941] grayscale 9 9 3.607 [2.967, 4.446] blur 0 6 10.01 [9.431, 10.67] blur 1 14 9.087 [8.568, 9.552] blur 2 12 9.479 [8.651, 10.22] blur 3 14 8.322 [7.685, 8.885] blur 4 15 8.795 [8.118, 9.521] blur 5 12 8.525 [8.212, 8.919] blur 6 14 8.854 [8.33, 9.518] blur 7 16 8.752 [8.335, 9.17] blur 8 16 9.404 [8.822, 10.11] blur 9 9 7.337 [6.38, 8.48]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.000377 [0.0003311, 0.0004274] original block 1.0 relative squared CLS displacement 0.001684 [0.001477, 0.001908] original random0 1.0 relative squared CLS displacement 0.001767 [0.001615, 0.001926] original random1 1.0 relative squared CLS displacement 0.001568 [0.001447, 0.001698] original random2 1.0 relative squared CLS displacement 0.001498 [0.001379, 0.001622] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0004357 [0.0003827, 0.0004935] grayscale block 1.0 relative squared CLS displacement 0.001955 [0.001718, 0.002215] grayscale random0 1.0 relative squared CLS displacement 0.001707 [0.001582, 0.00184] grayscale random1 1.0 relative squared CLS displacement 0.001896 [0.001751, 0.00205] grayscale random2 1.0 relative squared CLS displacement 0.001764 [0.001614, 0.001921] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.002725 [0.002313, 0.003146] blur block 1.0 relative squared CLS displacement 0.01134 [0.009691, 0.01304] blur random0 1.0 relative squared CLS displacement 0.003732 [0.00331, 0.00418] blur random1 1.0 relative squared CLS displacement 0.005364 [0.004766, 0.00603] blur random2 1.0 relative squared CLS displacement 0.004567 [0.004065, 0.00519]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b18/grayscale_b0 0.000 0.000 / 0.000 original_b18/grayscale_b10 0.000 0.000 / 0.000 original_b18/blur_b0 0.002 0.002 / 0.000 original_b18/blur_b17 0.000 0.000 / 0.000 original_b18/blur_b8 0.001 0.001 / 0.000 original_b8/grayscale_b0 0.780 0.780 / 0.130 original_b8/grayscale_b10 0.148 0.148 / 0.074 original_b8/blur_b0 0.008 0.008 / 0.001 original_b8/blur_b17 0.000 0.000 / 0.000 original_b8/blur_b8 0.002 0.002 / 0.000 original_b10/grayscale_b0 0.355, 0.121 0.238 / 0.079 original_b10/grayscale_b10 0.425, 0.095 0.260 / 0.260 original_b10/blur_b0 0.022, 0.001 0.012 / 0.003 original_b10/blur_b17 0.000 0.000 / 0.000 original_b10/blur_b8 0.603, 0.001 0.302 / 0.121 grayscale_b0/blur_b0 0.996, 0.551, 0.025, 0.000, 0.000, 0.000 0.262 / 0.197 grayscale_b0/blur_b17 0.001 0.000 / 0.001 grayscale_b0/blur_b8 0.973, 0.114, 0.009, 0.001, 0.000 0.183 / 0.219 grayscale_b10/blur_b0 0.005, 0.002 0.003 / 0.001 grayscale_b10/blur_b17 0.000 0.000 / 0.000 grayscale_b10/blur_b8 0.277, 0.001 0.139 / 0.055
Layer 3 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 1 512 / 100352 5.96e-06 / 1.15e-05 grayscale 1 / 1 4 512 / 100352 6e-06 / 1.2e-05 blur 1 / 1 3 512 / 100352 2.21e-05 / 2.53e-05
+original_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 0.987; collective excess / null edge 113.93. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 8. Independent eval error: 0.01125064305961132.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 36.8; the scale is fixed across this block's panels.
+original: mean image activity 1.044 [0.6362, 1.535]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
low · ID 843 · label 3
+
low · ID 1004 · label 3
+
low · ID 2460 · label 1
+
low · ID 2668 · label 1
+
grayscale: mean image activity 1.106 [0.6867, 1.606]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
low · ID 843 · label 3
+
low · ID 1004 · label 3
+
low · ID 2460 · label 1
+
low · ID 2668 · label 1
+
blur: mean image activity 0.7041 [0.4436, 1.011]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
low · ID 843 · label 3
+
low · ID 1004 · label 3
+
low · ID 2460 · label 1
+
low · ID 2668 · label 1
+
Paired activity changes
+grayscale minus original: 0.06124 [0.002731, 0.1356]
+blur minus original: -0.3402 [-0.5352, -0.1734]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.1322 [0.03432, 0.3066] original 1 14 0.04682 [0.03743, 0.05921] original 2 12 4.099 [1.575, 6.913] original 3 14 2.634 [0.7783, 5.167] original 4 15 1.061 [0.1427, 2.575] original 5 12 0.05378 [0.04551, 0.06413] original 6 14 0.2605 [0.07504, 0.5214] original 7 16 0.2342 [0.1059, 0.4129] original 8 16 0.4015 [0.1474, 0.7061] original 9 9 1.755 [0.4886, 3.318] grayscale 0 6 0.1415 [0.04151, 0.3255] grayscale 1 14 0.08237 [0.0435, 0.1508] grayscale 2 12 4.014 [1.553, 6.745] grayscale 3 14 2.731 [0.7989, 5.234] grayscale 4 15 1.09 [0.1858, 2.586] grayscale 5 12 0.07055 [0.05487, 0.09371] grayscale 6 14 0.2657 [0.08981, 0.5109] grayscale 7 16 0.2492 [0.1246, 0.4232] grayscale 8 16 0.4097 [0.1819, 0.6888] grayscale 9 9 2.406 [0.7147, 4.746] blur 0 6 0.1426 [0.06852, 0.2586] blur 1 14 0.08029 [0.07159, 0.08898] blur 2 12 2.841 [1.155, 4.668] blur 3 14 1.743 [0.4952, 3.452] blur 4 15 0.5955 [0.1513, 1.329] blur 5 12 0.1437 [0.07469, 0.2712] blur 6 14 0.2537 [0.1129, 0.4441] blur 7 16 0.2411 [0.1379, 0.3724] blur 8 16 0.3096 [0.1618, 0.4905] blur 9 9 0.7379 [0.2474, 1.337]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 4.951e-05 [3.534e-05, 7.538e-05] original block 1.0 relative squared CLS displacement 0.0002457 [0.000153, 0.0004239] original random0 1.0 relative squared CLS displacement 0.001182 [0.001079, 0.001286] original random1 1.0 relative squared CLS displacement 0.001116 [0.001036, 0.001203] original random2 1.0 relative squared CLS displacement 0.001124 [0.001041, 0.001214] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 7.321e-05 [4.824e-05, 0.0001183] grayscale block 1.0 relative squared CLS displacement 0.0003779 [0.0002228, 0.0006616] grayscale random0 1.0 relative squared CLS displacement 0.001411 [0.001302, 0.001527] grayscale random1 1.0 relative squared CLS displacement 0.001372 [0.00127, 0.001477] grayscale random2 1.0 relative squared CLS displacement 0.001355 [0.001254, 0.001463] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0002527 [0.0002222, 0.000286] blur block 1.0 relative squared CLS displacement 0.001024 [0.0008958, 0.001171] blur random0 1.0 relative squared CLS displacement 0.003523 [0.002983, 0.004201] blur random1 1.0 relative squared CLS displacement 0.003294 [0.002971, 0.00363] blur random2 1.0 relative squared CLS displacement 0.003923 [0.003565, 0.004273]
grayscale_b0: 4 directions (qualified) Closure pass fraction 0.83; mean cos² 0.972; collective excess / null edge 50.31. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 37. Independent eval error: 0.011350063607096672.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 40; the scale is fixed across this block's panels.
+original: mean image activity 4.734 [4.276, 5.25]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
low · ID 3112 · label 8
+
low · ID 3051 · label 8
+
low · ID 615 · label 0
+
low · ID 2750 · label 8
+
grayscale: mean image activity 5.52 [5.04, 6.053]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
low · ID 3112 · label 8
+
low · ID 3051 · label 8
+
low · ID 615 · label 0
+
low · ID 2750 · label 8
+
blur: mean image activity 2.351 [2.072, 2.673]
+
high · ID 0 · label 2
+
high · ID 1044 · label 3
+
high · ID 1159 · label 4
+
high · ID 910 · label 3
+
low · ID 3112 · label 8
+
low · ID 3051 · label 8
+
low · ID 615 · label 0
+
low · ID 2750 · label 8
+
Paired activity changes
+grayscale minus original: 0.7868 [0.7133, 0.884]
+blur minus original: -2.383 [-2.65, -2.15]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 3.956 [2.863, 4.801] original 1 14 3.745 [3.077, 4.427] original 2 12 8.061 [5.993, 10.27] original 3 14 6.296 [4.542, 8.697] original 4 15 4.978 [3.811, 6.471] original 5 12 4.149 [3.531, 4.822] original 6 14 5.079 [4.45, 5.622] original 7 16 4.791 [4.013, 5.627] original 8 16 2.32 [1.876, 2.832] original 9 9 3.945 [2.645, 5.532] grayscale 0 6 4.886 [3.515, 5.981] grayscale 1 14 4.723 [3.992, 5.415] grayscale 2 12 8.777 [6.72, 10.96] grayscale 3 14 7.193 [5.479, 9.493] grayscale 4 15 5.659 [4.433, 7.193] grayscale 5 12 4.84 [4.234, 5.536] grayscale 6 14 5.772 [5.114, 6.307] grayscale 7 16 5.606 [4.807, 6.457] grayscale 8 16 2.844 [2.366, 3.391] grayscale 9 9 5.129 [3.446, 7.534] blur 0 6 1.635 [1.282, 2.01] blur 1 14 1.508 [1.312, 1.711] blur 2 12 4.958 [3.555, 6.58] blur 3 14 3.431 [2.138, 5.338] blur 4 15 2.145 [1.684, 2.739] blur 5 12 1.697 [1.384, 2.092] blur 6 14 2.222 [1.705, 2.897] blur 7 16 2.207 [1.798, 2.726] blur 8 16 1.447 [1.182, 1.735] blur 9 9 2.257 [1.57, 2.914]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0004056 [0.0003353, 0.0004845] original block 1.0 relative squared CLS displacement 0.001676 [0.001378, 0.002026] original random0 1.0 relative squared CLS displacement 0.001905 [0.001738, 0.002072] original random1 1.0 relative squared CLS displacement 0.001811 [0.001679, 0.00195] original random2 1.0 relative squared CLS displacement 0.001826 [0.00169, 0.001971] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0005418 [0.0004633, 0.0006306] grayscale block 1.0 relative squared CLS displacement 0.002252 [0.001914, 0.002646] grayscale random0 1.0 relative squared CLS displacement 0.002276 [0.0021, 0.002463] grayscale random1 1.0 relative squared CLS displacement 0.002225 [0.00206, 0.002399] grayscale random2 1.0 relative squared CLS displacement 0.002199 [0.002036, 0.00237] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0008966 [0.0006515, 0.001252] blur block 1.0 relative squared CLS displacement 0.003407 [0.002534, 0.004664] blur random0 1.0 relative squared CLS displacement 0.005666 [0.004836, 0.006718] blur random1 1.0 relative squared CLS displacement 0.005265 [0.004758, 0.005791] blur random2 1.0 relative squared CLS displacement 0.006397 [0.005824, 0.006966]
blur_b0: 3 directions (qualified) Closure pass fraction 0.83; mean cos² 0.954; collective excess / null edge 43.74. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 50. Independent eval error: 0.00889409426599741.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 21.7; the scale is fixed across this block's panels.
+original: mean image activity 0.8504 [0.8051, 0.9056]
+
high · ID 2764 · label 8
+
high · ID 3112 · label 8
+
high · ID 3058 · label 8
+
high · ID 2429 · label 1
+
low · ID 1950 · label 7
+
low · ID 889 · label 3
+
low · ID 2324 · label 7
+
low · ID 3894 · label 5
+
grayscale: mean image activity 0.834 [0.7929, 0.8806]
+
high · ID 2764 · label 8
+
high · ID 3112 · label 8
+
high · ID 3058 · label 8
+
high · ID 2429 · label 1
+
low · ID 1950 · label 7
+
low · ID 889 · label 3
+
low · ID 2324 · label 7
+
low · ID 3894 · label 5
+
blur: mean image activity 7.483 [6.877, 8.082]
+
high · ID 2764 · label 8
+
high · ID 3112 · label 8
+
high · ID 3058 · label 8
+
high · ID 2429 · label 1
+
low · ID 1950 · label 7
+
low · ID 889 · label 3
+
low · ID 2324 · label 7
+
low · ID 3894 · label 5
+
Paired activity changes
+grayscale minus original: -0.01639 [-0.02916, -0.007233]
+blur minus original: 6.633 [6.031, 7.222]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.771 [0.7371, 0.817] original 1 14 0.7898 [0.7311, 0.8927] original 2 12 0.9055 [0.8332, 0.9825] original 3 14 0.8171 [0.7313, 0.9284] original 4 15 0.7999 [0.7637, 0.8376] original 5 12 0.7514 [0.7194, 0.7839] original 6 14 0.7243 [0.7059, 0.7474] original 7 16 0.7507 [0.718, 0.7853] original 8 16 1.17 [0.8944, 1.501] original 9 9 0.9969 [0.8722, 1.145] grayscale 0 6 0.7409 [0.7008, 0.802] grayscale 1 14 0.769 [0.7115, 0.867] grayscale 2 12 0.9155 [0.8258, 1.009] grayscale 3 14 0.8089 [0.7141, 0.9304] grayscale 4 15 0.798 [0.7543, 0.8458] grayscale 5 12 0.7264 [0.6952, 0.7607] grayscale 6 14 0.7034 [0.6835, 0.7304] grayscale 7 16 0.7324 [0.6964, 0.7744] grayscale 8 16 1.114 [0.8904, 1.38] grayscale 9 9 1.017 [0.8784, 1.174] blur 0 6 9.409 [6.326, 12.64] blur 1 14 9.011 [7.123, 11.08] blur 2 12 7.864 [6.1, 9.477] blur 3 14 6.908 [4.846, 8.88] blur 4 15 8.635 [7.043, 10.26] blur 5 12 8.515 [6.974, 10.37] blur 6 14 7.484 [5.773, 9.06] blur 7 16 5.898 [4.782, 6.927] blur 8 16 7.331 [5.744, 9.271] blur 9 9 4.005 [3.12, 4.882]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0006385 [0.0005891, 0.0006896] original block 1.0 relative squared CLS displacement 0.002526 [0.002332, 0.002728] original random0 1.0 relative squared CLS displacement 0.008302 [0.007583, 0.009043] original random1 1.0 relative squared CLS displacement 0.008817 [0.008152, 0.009494] original random2 1.0 relative squared CLS displacement 0.007463 [0.006914, 0.008054] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0007677 [0.0007063, 0.0008322] grayscale block 1.0 relative squared CLS displacement 0.003033 [0.002795, 0.003284] grayscale random0 1.0 relative squared CLS displacement 0.009994 [0.009206, 0.01081] grayscale random1 1.0 relative squared CLS displacement 0.01085 [0.01005, 0.01169] grayscale random2 1.0 relative squared CLS displacement 0.008983 [0.008334, 0.009669] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.01269 [0.01112, 0.01442] blur block 1.0 relative squared CLS displacement 0.04727 [0.04111, 0.054] blur random0 1.0 relative squared CLS displacement 0.02417 [0.02135, 0.0276] blur random1 1.0 relative squared CLS displacement 0.02347 [0.02145, 0.02567] blur random2 1.0 relative squared CLS displacement 0.02655 [0.0241, 0.02891]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.981 0.981 / 0.245 original_b0/blur_b0 0.006 0.006 / 0.002 grayscale_b0/blur_b0 0.005, 0.000, 0.000 0.001 / 0.002
Layer 4 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 4 512 / 100352 7.48e-06 / 1.07e-05 grayscale 1 / 1 4 512 / 100352 6.08e-06 / 1.03e-05 blur 1 / 1 6 512 / 100352 9.35e-06 / 1.44e-05
+original_b0: 4 directions (qualified) Closure pass fraction 0.83; mean cos² 0.964; collective excess / null edge 39.78. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 34. Independent eval error: 0.008233563974499702.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 54.3; the scale is fixed across this block's panels.
+original: mean image activity 5.385 [4.439, 6.488]
+
high · ID 1814 · label 9
+
high · ID 1410 · label 4
+
high · ID 1545 · label 9
+
high · ID 3112 · label 8
+
low · ID 896 · label 3
+
low · ID 3058 · label 8
+
low · ID 2274 · label 7
+
low · ID 164 · label 2
+
grayscale: mean image activity 4.998 [4.162, 6.008]
+
high · ID 1814 · label 9
+
high · ID 1410 · label 4
+
high · ID 1545 · label 9
+
high · ID 3112 · label 8
+
low · ID 896 · label 3
+
low · ID 3058 · label 8
+
low · ID 2274 · label 7
+
low · ID 164 · label 2
+
blur: mean image activity 2.747 [2.227, 3.326]
+
high · ID 1814 · label 9
+
high · ID 1410 · label 4
+
high · ID 1545 · label 9
+
high · ID 3112 · label 8
+
low · ID 896 · label 3
+
low · ID 3058 · label 8
+
low · ID 2274 · label 7
+
low · ID 164 · label 2
+
Paired activity changes
+grayscale minus original: -0.3863 [-0.691, -0.08585]
+blur minus original: -2.638 [-3.567, -1.875]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.813 [1.998, 3.359] original 1 14 3.357 [2.415, 4.487] original 2 12 5.081 [2.689, 7.447] original 3 14 6.629 [3.886, 9.899] original 4 15 9.412 [5.435, 13.9] original 5 12 2.19 [1.979, 2.423] original 6 14 3.524 [2.489, 4.969] original 7 16 2.405 [1.948, 2.854] original 8 16 7.314 [4.453, 11.02] original 9 9 11.03 [4.215, 18.07] grayscale 0 6 3.24 [2.121, 4.393] grayscale 1 14 3.592 [2.527, 4.685] grayscale 2 12 4.864 [2.522, 7.168] grayscale 3 14 6.143 [3.577, 9.202] grayscale 4 15 9.227 [4.846, 14.12] grayscale 5 12 2.039 [1.762, 2.352] grayscale 6 14 3.133 [2.28, 4.299] grayscale 7 16 2.279 [1.83, 2.813] grayscale 8 16 5.944 [3.923, 8.402] grayscale 9 9 9.711 [3.775, 16.66] blur 0 6 1.309 [1.036, 1.602] blur 1 14 1.352 [1.121, 1.618] blur 2 12 5.634 [2.862, 8.349] blur 3 14 4.646 [2.192, 7.653] blur 4 15 2.767 [1.742, 4.131] blur 5 12 1.158 [0.991, 1.356] blur 6 14 2.122 [1.189, 3.773] blur 7 16 1.154 [1.001, 1.34] blur 8 16 3.32 [2.232, 4.502] blur 9 9 3.945 [1.942, 6.669]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0006529 [0.0005495, 0.0007576] original block 1.0 relative squared CLS displacement 0.00267 [0.002246, 0.003103] original random0 1.0 relative squared CLS displacement 0.001709 [0.001587, 0.00183] original random1 1.0 relative squared CLS displacement 0.001713 [0.001593, 0.001846] original random2 1.0 relative squared CLS displacement 0.001805 [0.001678, 0.001939] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0006809 [0.0005811, 0.0007835] grayscale block 1.0 relative squared CLS displacement 0.002782 [0.002374, 0.003217] grayscale random0 1.0 relative squared CLS displacement 0.001987 [0.001855, 0.002116] grayscale random1 1.0 relative squared CLS displacement 0.001994 [0.001864, 0.002125] grayscale random2 1.0 relative squared CLS displacement 0.002101 [0.001969, 0.002239] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0005092 [0.0004596, 0.0005651] blur block 1.0 relative squared CLS displacement 0.002084 [0.001878, 0.002333] blur random0 1.0 relative squared CLS displacement 0.004943 [0.004472, 0.005421] blur random1 1.0 relative squared CLS displacement 0.00392 [0.003612, 0.004218] blur random2 1.0 relative squared CLS displacement 0.003256 [0.003032, 0.00348]
grayscale_b0: 4 directions (qualified) Closure pass fraction 0.83; mean cos² 0.946; collective excess / null edge 38.68. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 26. Independent eval error: 0.008065138012170792.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 53.8; the scale is fixed across this block's panels.
+original: mean image activity 4.876 [4.038, 5.843]
+
high · ID 1814 · label 9
+
high · ID 1545 · label 9
+
high · ID 1308 · label 4
+
high · ID 1410 · label 4
+
low · ID 896 · label 3
+
low · ID 3058 · label 8
+
low · ID 164 · label 2
+
low · ID 2274 · label 7
+
grayscale: mean image activity 5.32 [4.445, 6.373]
+
high · ID 1814 · label 9
+
high · ID 1545 · label 9
+
high · ID 1308 · label 4
+
high · ID 1410 · label 4
+
low · ID 896 · label 3
+
low · ID 3058 · label 8
+
low · ID 164 · label 2
+
low · ID 2274 · label 7
+
blur: mean image activity 2.64 [2.136, 3.182]
+
high · ID 1814 · label 9
+
high · ID 1545 · label 9
+
high · ID 1308 · label 4
+
high · ID 1410 · label 4
+
low · ID 896 · label 3
+
low · ID 3058 · label 8
+
low · ID 164 · label 2
+
low · ID 2274 · label 7
+
Paired activity changes
+grayscale minus original: 0.4436 [0.1106, 0.8069]
+blur minus original: -2.236 [-2.984, -1.579]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.487 [1.82, 2.951] original 1 14 3.393 [2.253, 4.758] original 2 12 4.707 [2.484, 6.914] original 3 14 6.156 [3.528, 9.299] original 4 15 8.214 [4.914, 11.9] original 5 12 2.045 [1.854, 2.241] original 6 14 3.622 [2.386, 5.372] original 7 16 2.136 [1.725, 2.527] original 8 16 6.54 [4.041, 9.504] original 9 9 9.082 [3.373, 15.81] grayscale 0 6 4.586 [2.862, 6.463] grayscale 1 14 5.141 [3.473, 6.949] grayscale 2 12 4.561 [2.371, 6.721] grayscale 3 14 6.469 [3.906, 9.582] grayscale 4 15 8.909 [4.832, 13.62] grayscale 5 12 2.095 [1.723, 2.561] grayscale 6 14 3.573 [2.44, 5.053] grayscale 7 16 2.792 [1.949, 3.679] grayscale 8 16 6.087 [4.002, 8.584] grayscale 9 9 9.473 [3.59, 16.62] blur 0 6 1.213 [0.9573, 1.49] blur 1 14 1.347 [1.052, 1.7] blur 2 12 5.269 [2.727, 7.794] blur 3 14 4.418 [2.041, 7.286] blur 4 15 2.667 [1.623, 4.083] blur 5 12 1.102 [0.9347, 1.314] blur 6 14 2.226 [1.184, 4.082] blur 7 16 1.082 [0.939, 1.25] blur 8 16 3.201 [2.09, 4.4] blur 9 9 3.752 [1.749, 6.448]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0003277 [0.0002743, 0.0003872] original block 1.0 relative squared CLS displacement 0.001371 [0.001145, 0.001637] original random0 1.0 relative squared CLS displacement 0.001493 [0.001386, 0.001598] original random1 1.0 relative squared CLS displacement 0.001511 [0.001405, 0.001628] original random2 1.0 relative squared CLS displacement 0.001613 [0.001499, 0.001732] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0003664 [0.0003137, 0.0004265] grayscale block 1.0 relative squared CLS displacement 0.001532 [0.001296, 0.0018] grayscale random0 1.0 relative squared CLS displacement 0.001734 [0.001619, 0.001848] grayscale random1 1.0 relative squared CLS displacement 0.00176 [0.001645, 0.001875] grayscale random2 1.0 relative squared CLS displacement 0.001877 [0.001759, 0.002001] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0002808 [0.0002518, 0.0003144] blur block 1.0 relative squared CLS displacement 0.00119 [0.001051, 0.001354] blur random0 1.0 relative squared CLS displacement 0.004335 [0.003917, 0.004763] blur random1 1.0 relative squared CLS displacement 0.00346 [0.003188, 0.003723] blur random2 1.0 relative squared CLS displacement 0.002914 [0.002712, 0.003114]
blur_b0: 6 directions (qualified) Closure pass fraction 0.92; mean cos² 0.980; collective excess / null edge 37.31. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 33. Independent eval error: 0.010044007562100887.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 45.9; the scale is fixed across this block's panels.
+original: mean image activity 2.428 [1.885, 3.019]
+
high · ID 1044 · label 3
+
high · ID 910 · label 3
+
high · ID 1814 · label 9
+
high · ID 0 · label 2
+
low · ID 2364 · label 1
+
low · ID 282 · label 2
+
low · ID 1351 · label 4
+
low · ID 2402 · label 1
+
grayscale: mean image activity 2.291 [1.786, 2.842]
+
high · ID 1044 · label 3
+
high · ID 910 · label 3
+
high · ID 1814 · label 9
+
high · ID 0 · label 2
+
low · ID 2364 · label 1
+
low · ID 282 · label 2
+
low · ID 1351 · label 4
+
low · ID 2402 · label 1
+
blur: mean image activity 13.65 [12.67, 14.65]
+
high · ID 1044 · label 3
+
high · ID 910 · label 3
+
high · ID 1814 · label 9
+
high · ID 0 · label 2
+
low · ID 2364 · label 1
+
low · ID 282 · label 2
+
low · ID 1351 · label 4
+
low · ID 2402 · label 1
+
Paired activity changes
+grayscale minus original: -0.1375 [-0.2274, -0.06033]
+blur minus original: 11.22 [10.32, 12.17]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.8201 [0.7979, 0.842] original 1 14 0.9523 [0.8034, 1.145] original 2 12 4.458 [1.998, 6.832] original 3 14 5.163 [2.484, 8.448] original 4 15 2.194 [0.9674, 3.973] original 5 12 0.9039 [0.828, 1.025] original 6 14 1.322 [0.8824, 2.145] original 7 16 0.9267 [0.8618, 1.006] original 8 16 3.59 [2.322, 4.971] original 9 9 3.584 [1.583, 6.793] grayscale 0 6 0.8056 [0.7878, 0.8229] grayscale 1 14 1.039 [0.8157, 1.339] grayscale 2 12 4.297 [1.961, 6.603] grayscale 3 14 4.724 [2.355, 7.52] grayscale 4 15 2.178 [0.9471, 3.94] grayscale 5 12 0.8856 [0.7916, 1.038] grayscale 6 14 1.243 [0.8556, 1.947] grayscale 7 16 0.9046 [0.8394, 0.9916] grayscale 8 16 3.286 [2.184, 4.531] grayscale 9 9 3.154 [1.337, 6.254] blur 0 6 9.739 [8.041, 11.3] blur 1 14 11.44 [9.486, 13.59] blur 2 12 19.78 [15.26, 25.25] blur 3 14 16.35 [13.1, 19.61] blur 4 15 14.31 [11.26, 17.64] blur 5 12 11.62 [9.245, 14.47] blur 6 14 12.88 [11.47, 14.5] blur 7 16 13.58 [11.61, 15.88] blur 8 16 11.84 [10.18, 13.56] blur 9 9 13.4 [10.89, 16.18]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0001369 [0.0001214, 0.0001554] original block 1.0 relative squared CLS displacement 0.0005614 [0.0004929, 0.0006427] original random0 1.0 relative squared CLS displacement 0.003381 [0.003137, 0.003621] original random1 1.0 relative squared CLS displacement 0.003523 [0.003278, 0.003794] original random2 1.0 relative squared CLS displacement 0.003767 [0.003505, 0.00405] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0001574 [0.0001393, 0.0001795] grayscale block 1.0 relative squared CLS displacement 0.0006447 [0.000566, 0.0007381] grayscale random0 1.0 relative squared CLS displacement 0.003945 [0.003685, 0.004197] grayscale random1 1.0 relative squared CLS displacement 0.004095 [0.003836, 0.004362] grayscale random2 1.0 relative squared CLS displacement 0.004379 [0.004104, 0.004666] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.003058 [0.002713, 0.003389] blur block 1.0 relative squared CLS displacement 0.01236 [0.01105, 0.01363] blur random0 1.0 relative squared CLS displacement 0.009563 [0.008678, 0.01044] blur random1 1.0 relative squared CLS displacement 0.008012 [0.007398, 0.008616] blur random2 1.0 relative squared CLS displacement 0.00671 [0.006256, 0.00717]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.997, 0.990, 0.932, 0.785 0.926 / 0.926 original_b0/blur_b0 0.949, 0.001, 0.000, 0.000 0.238 / 0.159 grayscale_b0/blur_b0 0.923, 0.001, 0.000, 0.000 0.231 / 0.154
Layer 5 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 2 512 / 100352 7.32e-06 / 1.66e-05 grayscale 1 / 1 3 512 / 100352 7.54e-06 / 1.56e-05 blur 2 / 2 3 512 / 100352 8.47e-06 / 1.35e-05
+original_b0: 2 directions (qualified) Closure pass fraction 1.00; mean cos² 0.993; collective excess / null edge 56.26. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 13. Independent eval error: 0.0059210252948105335.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 49.5; the scale is fixed across this block's panels.
+original: mean image activity 2.583 [1.949, 3.344]
+
high · ID 2795 · label 8
+
high · ID 1814 · label 9
+
high · ID 1002 · label 3
+
high · ID 1215 · label 4
+
low · ID 1612 · label 9
+
low · ID 3078 · label 8
+
low · ID 3610 · label 5
+
low · ID 3270 · label 6
+
grayscale: mean image activity 2.492 [1.841, 3.237]
+
high · ID 2795 · label 8
+
high · ID 1814 · label 9
+
high · ID 1002 · label 3
+
high · ID 1215 · label 4
+
low · ID 1612 · label 9
+
low · ID 3078 · label 8
+
low · ID 3610 · label 5
+
low · ID 3270 · label 6
+
blur: mean image activity 2.026 [1.494, 2.66]
+
high · ID 2795 · label 8
+
high · ID 1814 · label 9
+
high · ID 1002 · label 3
+
high · ID 1215 · label 4
+
low · ID 1612 · label 9
+
low · ID 3078 · label 8
+
low · ID 3610 · label 5
+
low · ID 3270 · label 6
+
Paired activity changes
+grayscale minus original: -0.0916 [-0.178, -0.01634]
+blur minus original: -0.5574 [-0.879, -0.2643]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.404 [1.001, 1.93] original 1 14 1.315 [1.033, 1.601] original 2 12 2.354 [1.12, 3.823] original 3 14 4.869 [2.261, 8.001] original 4 15 2.832 [1.012, 5.382] original 5 12 1.071 [0.7304, 1.565] original 6 14 2.029 [0.8486, 4.042] original 7 16 1.043 [0.7608, 1.446] original 8 16 4.379 [1.624, 7.54] original 9 9 4.102 [1.569, 8.182] grayscale 0 6 1.381 [0.992, 1.814] grayscale 1 14 1.257 [0.973, 1.556] grayscale 2 12 2.246 [1.044, 3.728] grayscale 3 14 4.39 [2.099, 7.144] grayscale 4 15 2.883 [1.018, 5.617] grayscale 5 12 1.006 [0.6667, 1.534] grayscale 6 14 1.881 [0.8087, 3.727] grayscale 7 16 1.019 [0.754, 1.362] grayscale 8 16 4.327 [1.531, 7.576] grayscale 9 9 4.162 [1.576, 8.474] blur 0 6 0.8637 [0.6374, 1.076] blur 1 14 0.6735 [0.5709, 0.8073] blur 2 12 2.762 [1.398, 4.288] blur 3 14 4.218 [1.753, 7.078] blur 4 15 1.882 [0.7079, 3.927] blur 5 12 0.8907 [0.6691, 1.229] blur 6 14 2.018 [0.6121, 4.262] blur 7 16 0.7038 [0.5524, 0.939] blur 8 16 3.059 [1.046, 5.595] blur 9 9 2.792 [0.9148, 5.92]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0001307 [0.0001175, 0.0001465] original block 1.0 relative squared CLS displacement 0.0005486 [0.000484, 0.0006259] original random0 1.0 relative squared CLS displacement 0.001878 [0.00173, 0.002025] original random1 1.0 relative squared CLS displacement 0.001677 [0.001562, 0.001792] original random2 1.0 relative squared CLS displacement 0.001933 [0.001761, 0.002091] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.000149 [0.0001332, 0.0001679] grayscale block 1.0 relative squared CLS displacement 0.0006254 [0.0005484, 0.0007165] grayscale random0 1.0 relative squared CLS displacement 0.002189 [0.002019, 0.002357] grayscale random1 1.0 relative squared CLS displacement 0.002005 [0.001864, 0.002153] grayscale random2 1.0 relative squared CLS displacement 0.002247 [0.002048, 0.002444] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0002341 [0.0002005, 0.0002739] blur block 1.0 relative squared CLS displacement 0.001005 [0.0008361, 0.001217] blur random0 1.0 relative squared CLS displacement 0.003386 [0.00318, 0.003603] blur random1 1.0 relative squared CLS displacement 0.003046 [0.002858, 0.003242] blur random2 1.0 relative squared CLS displacement 0.003494 [0.003276, 0.003711]
grayscale_b0: 3 directions (qualified) Closure pass fraction 1.00; mean cos² 0.998; collective excess / null edge 46.33. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 17. Independent eval error: 0.006267515942454338.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 65.5; the scale is fixed across this block's panels.
+original: mean image activity 4.187 [3.147, 5.391]
+
high · ID 2959 · label 8
+
high · ID 1814 · label 9
+
high · ID 3112 · label 8
+
high · ID 1410 · label 4
+
low · ID 1612 · label 9
+
low · ID 3610 · label 5
+
low · ID 3270 · label 6
+
low · ID 253 · label 2
+
grayscale: mean image activity 4.1 [3.074, 5.239]
+
high · ID 2959 · label 8
+
high · ID 1814 · label 9
+
high · ID 3112 · label 8
+
high · ID 1410 · label 4
+
low · ID 1612 · label 9
+
low · ID 3610 · label 5
+
low · ID 3270 · label 6
+
low · ID 253 · label 2
+
blur: mean image activity 2.32 [1.76, 2.979]
+
high · ID 2959 · label 8
+
high · ID 1814 · label 9
+
high · ID 3112 · label 8
+
high · ID 1410 · label 4
+
low · ID 1612 · label 9
+
low · ID 3610 · label 5
+
low · ID 3270 · label 6
+
low · ID 253 · label 2
+
Paired activity changes
+grayscale minus original: -0.08657 [-0.3026, 0.1345]
+blur minus original: -1.867 [-2.829, -1.109]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.453 [1.058, 1.958] original 1 14 1.574 [1.117, 2.097] original 2 12 2.39 [1.147, 3.916] original 3 14 5.388 [2.723, 8.486] original 4 15 7.143 [3.039, 11.88] original 5 12 1.144 [0.7996, 1.637] original 6 14 2.408 [1.176, 4.542] original 7 16 1.111 [0.8157, 1.53] original 8 16 8.922 [4.12, 14.81] original 9 9 9.552 [3.51, 16.71] grayscale 0 6 1.462 [1.074, 1.87] grayscale 1 14 1.618 [1.073, 2.335] grayscale 2 12 2.3 [1.079, 3.847] grayscale 3 14 4.921 [2.597, 7.664] grayscale 4 15 7.807 [3.193, 13.17] grayscale 5 12 1.106 [0.7776, 1.624] grayscale 6 14 2.373 [1.163, 4.424] grayscale 7 16 1.09 [0.815, 1.454] grayscale 8 16 8.495 [3.86, 13.94] grayscale 9 9 8.888 [3.65, 14.99] blur 0 6 0.9016 [0.6707, 1.119] blur 1 14 0.7287 [0.6209, 0.8853] blur 2 12 2.746 [1.422, 4.263] blur 3 14 4.282 [1.847, 7.113] blur 4 15 2.528 [1.182, 4.606] blur 5 12 0.9338 [0.7098, 1.274] blur 6 14 2.1 [0.6936, 4.355] blur 7 16 0.7482 [0.5941, 0.994] blur 8 16 3.996 [1.962, 6.514] blur 9 9 3.776 [1.428, 7.345]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0001743 [0.0001539, 0.0001996] original block 1.0 relative squared CLS displacement 0.0007329 [0.0006417, 0.0008469] original random0 1.0 relative squared CLS displacement 0.002141 [0.001972, 0.002308] original random1 1.0 relative squared CLS displacement 0.001884 [0.001755, 0.002014] original random2 1.0 relative squared CLS displacement 0.00221 [0.002013, 0.002391] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0002037 [0.0001779, 0.0002356] grayscale block 1.0 relative squared CLS displacement 0.00086 [0.0007429, 0.001009] grayscale random0 1.0 relative squared CLS displacement 0.002495 [0.002301, 0.002687] grayscale random1 1.0 relative squared CLS displacement 0.002253 [0.002095, 0.00242] grayscale random2 1.0 relative squared CLS displacement 0.00257 [0.002342, 0.002794] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0002807 [0.0002451, 0.0003238] blur block 1.0 relative squared CLS displacement 0.001195 [0.001023, 0.00141] blur random0 1.0 relative squared CLS displacement 0.003859 [0.003623, 0.004105] blur random1 1.0 relative squared CLS displacement 0.003423 [0.003213, 0.003641] blur random2 1.0 relative squared CLS displacement 0.003995 [0.003746, 0.004243]
blur_b0: 2 directions (qualified) Closure pass fraction 0.92; mean cos² 0.982; collective excess / null edge 45.83. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.006264532450586557.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 48.7; the scale is fixed across this block's panels.
+original: mean image activity 1.61 [1.033, 2.309]
+
high · ID 1814 · label 9
+
high · ID 2795 · label 8
+
high · ID 1002 · label 3
+
high · ID 1215 · label 4
+
low · ID 2494 · label 1
+
low · ID 2724 · label 1
+
low · ID 2641 · label 1
+
low · ID 89 · label 2
+
grayscale: mean image activity 1.521 [0.9563, 2.194]
+
high · ID 1814 · label 9
+
high · ID 2795 · label 8
+
high · ID 1002 · label 3
+
high · ID 1215 · label 4
+
low · ID 2494 · label 1
+
low · ID 2724 · label 1
+
low · ID 2641 · label 1
+
low · ID 89 · label 2
+
blur: mean image activity 4.18 [3.287, 5.142]
+
high · ID 1814 · label 9
+
high · ID 2795 · label 8
+
high · ID 1002 · label 3
+
high · ID 1215 · label 4
+
low · ID 2494 · label 1
+
low · ID 2724 · label 1
+
low · ID 2641 · label 1
+
low · ID 89 · label 2
+
Paired activity changes
+grayscale minus original: -0.08933 [-0.1656, -0.03133]
+blur minus original: 2.57 [1.843, 3.352]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.2173 [0.1679, 0.2758] original 1 14 0.1557 [0.1429, 0.1691] original 2 12 1.658 [0.5532, 2.932] original 3 14 3.93 [1.634, 6.586] original 4 15 1.868 [0.3424, 4.066] original 5 12 0.3822 [0.1642, 0.8069] original 6 14 1.165 [0.1644, 3.002] original 7 16 0.2131 [0.1731, 0.2663] original 8 16 3.376 [0.9743, 6.183] original 9 9 2.372 [0.2914, 6.321] grayscale 0 6 0.2057 [0.1608, 0.2545] grayscale 1 14 0.1496 [0.1393, 0.1605] grayscale 2 12 1.494 [0.4658, 2.775] grayscale 3 14 3.528 [1.561, 5.8] grayscale 4 15 1.823 [0.3155, 4.144] grayscale 5 12 0.3704 [0.1582, 0.7871] grayscale 6 14 1.052 [0.1502, 2.704] grayscale 7 16 0.2018 [0.1651, 0.2544] grayscale 8 16 3.282 [0.8759, 6.104] grayscale 9 9 2.418 [0.249, 6.556] blur 0 6 1.043 [0.668, 1.474] blur 1 14 2.212 [1.278, 3.331] blur 2 12 9.892 [5.594, 16.09] blur 3 14 6.088 [3.16, 9.217] blur 4 15 4.287 [2.193, 6.724] blur 5 12 1.312 [0.7461, 2.031] blur 6 14 4.802 [2.559, 8.106] blur 7 16 3.879 [2.526, 5.512] blur 8 16 4.022 [2.056, 6.366] blur 9 9 2.241 [0.5652, 5.37]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 5.392e-05 [4.411e-05, 6.596e-05] original block 1.0 relative squared CLS displacement 0.0002399 [0.000189, 0.0003025] original random0 1.0 relative squared CLS displacement 0.001218 [0.001122, 0.001313] original random1 1.0 relative squared CLS displacement 0.001059 [0.0009862, 0.001132] original random2 1.0 relative squared CLS displacement 0.001172 [0.001068, 0.001268] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 6.112e-05 [4.949e-05, 7.496e-05] grayscale block 1.0 relative squared CLS displacement 0.0002708 [0.0002102, 0.0003417] grayscale random0 1.0 relative squared CLS displacement 0.001419 [0.00131, 0.001527] grayscale random1 1.0 relative squared CLS displacement 0.001266 [0.001176, 0.001359] grayscale random2 1.0 relative squared CLS displacement 0.00136 [0.00124, 0.00148] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.000189 [0.0001517, 0.000231] blur block 1.0 relative squared CLS displacement 0.0008271 [0.0006499, 0.001032] blur random0 1.0 relative squared CLS displacement 0.002197 [0.002065, 0.002336] blur random1 1.0 relative squared CLS displacement 0.001925 [0.001805, 0.002049] blur random2 1.0 relative squared CLS displacement 0.002117 [0.001985, 0.002252]
blur_b3: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 0.995; collective excess / null edge 13.20. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 7. Independent eval error: 0.006353446748107672.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 12.6; the scale is fixed across this block's panels.
+original: mean image activity 0.3144 [0.2966, 0.3389]
+
high · ID 3058 · label 8
+
high · ID 2847 · label 8
+
high · ID 1708 · label 9
+
high · ID 2375 · label 1
+
low · ID 2402 · label 1
+
low · ID 1612 · label 9
+
low · ID 1351 · label 4
+
low · ID 2370 · label 1
+
grayscale: mean image activity 0.3009 [0.2837, 0.3241]
+
high · ID 3058 · label 8
+
high · ID 2847 · label 8
+
high · ID 1708 · label 9
+
high · ID 2375 · label 1
+
low · ID 2402 · label 1
+
low · ID 1612 · label 9
+
low · ID 1351 · label 4
+
low · ID 2370 · label 1
+
blur: mean image activity 2.665 [2.424, 2.914]
+
high · ID 3058 · label 8
+
high · ID 2847 · label 8
+
high · ID 1708 · label 9
+
high · ID 2375 · label 1
+
low · ID 2402 · label 1
+
low · ID 1612 · label 9
+
low · ID 1351 · label 4
+
low · ID 2370 · label 1
+
Paired activity changes
+grayscale minus original: -0.01353 [-0.01788, -0.009179]
+blur minus original: 2.351 [2.112, 2.598]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.2968 [0.2843, 0.3122] original 1 14 0.2901 [0.2634, 0.321] original 2 12 0.3206 [0.3029, 0.3368] original 3 14 0.3125 [0.2919, 0.3351] original 4 15 0.2848 [0.2726, 0.2972] original 5 12 0.2855 [0.2744, 0.298] original 6 14 0.2921 [0.2832, 0.3021] original 7 16 0.2991 [0.285, 0.3123] original 8 16 0.4156 [0.2896, 0.5901] original 9 9 0.3286 [0.287, 0.3737] grayscale 0 6 0.2694 [0.2546, 0.2902] grayscale 1 14 0.2675 [0.2455, 0.2972] grayscale 2 12 0.3167 [0.2983, 0.3348] grayscale 3 14 0.2961 [0.2734, 0.3196] grayscale 4 15 0.2781 [0.2656, 0.2907] grayscale 5 12 0.2705 [0.2594, 0.2839] grayscale 6 14 0.2746 [0.263, 0.2864] grayscale 7 16 0.2753 [0.2646, 0.2847] grayscale 8 16 0.4046 [0.2859, 0.566] grayscale 9 9 0.3407 [0.2862, 0.4106] blur 0 6 2.982 [2.223, 3.828] blur 1 14 2.058 [1.582, 2.525] blur 2 12 3.757 [2.748, 4.774] blur 3 14 2.282 [1.623, 3.003] blur 4 15 2.496 [1.842, 3.146] blur 5 12 3.084 [2.318, 3.867] blur 6 14 3.3 [2.767, 3.806] blur 7 16 3.225 [2.452, 3.987] blur 8 16 1.845 [1.357, 2.366] blur 9 9 1.741 [1.096, 2.533]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 1.094e-05 [1.007e-05, 1.177e-05] original block 1.0 relative squared CLS displacement 4.384e-05 [4.035e-05, 4.718e-05] original random0 1.0 relative squared CLS displacement 0.0002047 [0.0001885, 0.0002202] original random1 1.0 relative squared CLS displacement 0.0001794 [0.000167, 0.000192] original random2 1.0 relative squared CLS displacement 0.0001981 [0.0001807, 0.0002143] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 1.198e-05 [1.105e-05, 1.291e-05] grayscale block 1.0 relative squared CLS displacement 4.802e-05 [4.43e-05, 5.175e-05] grayscale random0 1.0 relative squared CLS displacement 0.0002384 [0.00022, 0.0002558] grayscale random1 1.0 relative squared CLS displacement 0.0002144 [0.0001992, 0.00023] grayscale random2 1.0 relative squared CLS displacement 0.0002294 [0.0002094, 0.0002494] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0002242 [0.0001947, 0.0002582] blur block 1.0 relative squared CLS displacement 0.0009109 [0.0007919, 0.00105] blur random0 1.0 relative squared CLS displacement 0.0003693 [0.0003473, 0.0003925] blur random1 1.0 relative squared CLS displacement 0.0003266 [0.0003063, 0.0003479] blur random2 1.0 relative squared CLS displacement 0.0003576 [0.000335, 0.0003801]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.999, 0.996 0.997 / 0.665 original_b0/blur_b0 0.977, 0.000 0.489 / 0.489 original_b0/blur_b3 0.000 0.000 / 0.000 grayscale_b0/blur_b0 0.968, 0.000 0.323 / 0.484 grayscale_b0/blur_b3 0.000 0.000 / 0.000
Layer 6 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 1 512 / 100352 9.8e-06 / 1.78e-05 grayscale 1 / 1 3 512 / 100352 1.07e-05 / 1.92e-05 blur 2 / 2 2 512 / 100352 1.28e-05 / 1.86e-05
+original_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 0.999; collective excess / null edge 19.86. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 4. Independent eval error: 0.008016136474907398.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 8.69; the scale is fixed across this block's panels.
+original: mean image activity 1.26 [1.123, 1.397]
+
high · ID 910 · label 3
+
high · ID 1215 · label 4
+
high · ID 1159 · label 4
+
high · ID 1044 · label 3
+
low · ID 2847 · label 8
+
low · ID 1612 · label 9
+
low · ID 1995 · label 7
+
low · ID 164 · label 2
+
grayscale: mean image activity 1.049 [0.9352, 1.173]
+
high · ID 910 · label 3
+
high · ID 1215 · label 4
+
high · ID 1159 · label 4
+
high · ID 1044 · label 3
+
low · ID 2847 · label 8
+
low · ID 1612 · label 9
+
low · ID 1995 · label 7
+
low · ID 164 · label 2
+
blur: mean image activity 0.7342 [0.6488, 0.8266]
+
high · ID 910 · label 3
+
high · ID 1215 · label 4
+
high · ID 1159 · label 4
+
high · ID 1044 · label 3
+
low · ID 2847 · label 8
+
low · ID 1612 · label 9
+
low · ID 1995 · label 7
+
low · ID 164 · label 2
+
Paired activity changes
+grayscale minus original: -0.2109 [-0.2622, -0.1611]
+blur minus original: -0.526 [-0.6359, -0.4252]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.339 [0.9184, 1.87] original 1 14 1.391 [0.9854, 1.814] original 2 12 1.169 [0.8098, 1.549] original 3 14 1.671 [1.13, 2.341] original 4 15 1.603 [1.126, 2.107] original 5 12 0.741 [0.5751, 0.9285] original 6 14 1.061 [0.8207, 1.365] original 7 16 0.9168 [0.6723, 1.224] original 8 16 1.209 [0.89, 1.593] original 9 9 1.618 [1.106, 2.052] grayscale 0 6 0.9747 [0.7203, 1.302] grayscale 1 14 0.9885 [0.7436, 1.26] grayscale 2 12 1.186 [0.7974, 1.606] grayscale 3 14 1.416 [0.9119, 2.025] grayscale 4 15 1.473 [1, 1.997] grayscale 5 12 0.6126 [0.5084, 0.7386] grayscale 6 14 0.9304 [0.7067, 1.213] grayscale 7 16 0.7529 [0.5997, 0.9371] grayscale 8 16 0.8895 [0.6484, 1.193] grayscale 9 9 1.312 [0.9413, 1.682] blur 0 6 0.6408 [0.4933, 0.8306] blur 1 14 0.5874 [0.4733, 0.7721] blur 2 12 1.062 [0.7152, 1.427] blur 3 14 0.9868 [0.64, 1.43] blur 4 15 0.7652 [0.5348, 1.095] blur 5 12 0.5197 [0.4719, 0.5838] blur 6 14 0.7323 [0.4969, 1.109] blur 7 16 0.5093 [0.4669, 0.5548] blur 8 16 0.7735 [0.5476, 1.03] blur 9 9 0.7609 [0.5557, 1.011]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.000164 [0.0001515, 0.0001771] original block 1.0 relative squared CLS displacement 0.0006573 [0.000607, 0.0007098] original random0 1.0 relative squared CLS displacement 0.00119 [0.001082, 0.001288] original random1 1.0 relative squared CLS displacement 0.001355 [0.001198, 0.001506] original random2 1.0 relative squared CLS displacement 0.001049 [0.0009522, 0.00114] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0001947 [0.0001805, 0.0002089] grayscale block 1.0 relative squared CLS displacement 0.000778 [0.0007218, 0.0008352] grayscale random0 1.0 relative squared CLS displacement 0.001361 [0.001253, 0.001463] grayscale random1 1.0 relative squared CLS displacement 0.00151 [0.001353, 0.00166] grayscale random2 1.0 relative squared CLS displacement 0.001241 [0.001123, 0.001364] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.000248 [0.0002319, 0.0002649] blur block 1.0 relative squared CLS displacement 0.0009861 [0.000922, 0.001054] blur random0 1.0 relative squared CLS displacement 0.001539 [0.001412, 0.001672] blur random1 1.0 relative squared CLS displacement 0.001705 [0.001542, 0.001868] blur random2 1.0 relative squared CLS displacement 0.001371 [0.001237, 0.001513]
grayscale_b0: 3 directions (qualified) Closure pass fraction 0.83; mean cos² 0.937; collective excess / null edge 38.38. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 20. Independent eval error: 0.006428351625800133.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 76.4; the scale is fixed across this block's panels.
+original: mean image activity 4.01 [2.953, 5.237]
+
high · ID 2795 · label 8
+
high · ID 1393 · label 4
+
high · ID 1215 · label 4
+
high · ID 1308 · label 4
+
low · ID 2847 · label 8
+
low · ID 2724 · label 1
+
low · ID 2510 · label 1
+
low · ID 3102 · label 8
+
grayscale: mean image activity 4.01 [2.892, 5.28]
+
high · ID 2795 · label 8
+
high · ID 1393 · label 4
+
high · ID 1215 · label 4
+
high · ID 1308 · label 4
+
low · ID 2847 · label 8
+
low · ID 2724 · label 1
+
low · ID 2510 · label 1
+
low · ID 3102 · label 8
+
blur: mean image activity 2.562 [1.8, 3.473]
+
high · ID 2795 · label 8
+
high · ID 1393 · label 4
+
high · ID 1215 · label 4
+
high · ID 1308 · label 4
+
low · ID 2847 · label 8
+
low · ID 2724 · label 1
+
low · ID 2510 · label 1
+
low · ID 3102 · label 8
+
Paired activity changes
+grayscale minus original: -0.0001802 [-0.1286, 0.1528]
+blur minus original: -1.448 [-2.077, -0.9379]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.491 [1.075, 1.985] original 1 14 1.603 [1.121, 2.092] original 2 12 2.449 [1.313, 3.711] original 3 14 5.004 [2.36, 8.343] original 4 15 10.41 [4.987, 16.68] original 5 12 0.9849 [0.7533, 1.257] original 6 14 2.529 [1.363, 4.344] original 7 16 1.268 [1.007, 1.586] original 8 16 6.673 [2.739, 11.33] original 9 9 5.787 [2.206, 11.43] grayscale 0 6 1.144 [0.8823, 1.447] grayscale 1 14 1.327 [0.8843, 1.881] grayscale 2 12 2.546 [1.367, 3.86] grayscale 3 14 4.886 [2.23, 8.146] grayscale 4 15 11.23 [5.247, 18.06] grayscale 5 12 0.8786 [0.6748, 1.199] grayscale 6 14 2.642 [1.392, 4.541] grayscale 7 16 1.089 [0.9124, 1.297] grayscale 8 16 6.448 [2.433, 11.37] grayscale 9 9 5.818 [2.226, 11.52] blur 0 6 0.7725 [0.6206, 0.9726] blur 1 14 0.7616 [0.6106, 1.008] blur 2 12 2.066 [1.116, 3.099] blur 3 14 3.377 [1.411, 5.83] blur 4 15 4.905 [2.088, 8.605] blur 5 12 0.7714 [0.6457, 0.9519] blur 6 14 2.16 [0.7477, 4.397] blur 7 16 0.7291 [0.6328, 0.8359] blur 8 16 4.826 [1.658, 9.028] blur 9 9 4.294 [1.037, 10.15]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0003192 [0.0002632, 0.0003874] original block 1.0 relative squared CLS displacement 0.001502 [0.001151, 0.001958] original random0 1.0 relative squared CLS displacement 0.003238 [0.002939, 0.003497] original random1 1.0 relative squared CLS displacement 0.003763 [0.003337, 0.004171] original random2 1.0 relative squared CLS displacement 0.00295 [0.002672, 0.003213] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0003805 [0.0003154, 0.0004588] grayscale block 1.0 relative squared CLS displacement 0.00176 [0.001378, 0.002252] grayscale random0 1.0 relative squared CLS displacement 0.003702 [0.003405, 0.003981] grayscale random1 1.0 relative squared CLS displacement 0.00419 [0.003752, 0.004607] grayscale random2 1.0 relative squared CLS displacement 0.003507 [0.003153, 0.003903] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0004579 [0.0003788, 0.0005411] blur block 1.0 relative squared CLS displacement 0.001997 [0.00161, 0.002412] blur random0 1.0 relative squared CLS displacement 0.004186 [0.003848, 0.004537] blur random1 1.0 relative squared CLS displacement 0.004733 [0.004304, 0.005183] blur random2 1.0 relative squared CLS displacement 0.003804 [0.003449, 0.004203]
blur_b0: 1 directions (qualified) Closure pass fraction 0.92; mean cos² 0.908; collective excess / null edge 31.53. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 10. Independent eval error: 0.007536846678704023.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 18; the scale is fixed across this block's panels.
+original: mean image activity 0.3935 [0.2884, 0.5145]
+
high · ID 2764 · label 8
+
high · ID 1708 · label 9
+
high · ID 414 · label 0
+
high · ID 2070 · label 7
+
low · ID 2901 · label 8
+
low · ID 120 · label 2
+
low · ID 2370 · label 1
+
low · ID 615 · label 0
+
grayscale: mean image activity 0.3795 [0.279, 0.4979]
+
high · ID 2764 · label 8
+
high · ID 1708 · label 9
+
high · ID 414 · label 0
+
high · ID 2070 · label 7
+
low · ID 2901 · label 8
+
low · ID 120 · label 2
+
low · ID 2370 · label 1
+
low · ID 615 · label 0
+
blur: mean image activity 1.411 [1.019, 1.861]
+
high · ID 2764 · label 8
+
high · ID 1708 · label 9
+
high · ID 414 · label 0
+
high · ID 2070 · label 7
+
low · ID 2901 · label 8
+
low · ID 120 · label 2
+
low · ID 2370 · label 1
+
low · ID 615 · label 0
+
Paired activity changes
+grayscale minus original: -0.014 [-0.05609, 0.02792]
+blur minus original: 1.017 [0.711, 1.38]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.9925 [0.1903, 1.816] original 1 14 0.2654 [0.08942, 0.4909] original 2 12 0.02992 [0.02805, 0.03286] original 3 14 0.2868 [0.1546, 0.4404] original 4 15 0.365 [0.199, 0.5502] original 5 12 0.1185 [0.04117, 0.2226] original 6 14 0.3994 [0.1576, 0.7133] original 7 16 0.7008 [0.3556, 1.098] original 8 16 0.3976 [0.09598, 0.8864] original 9 9 0.6957 [0.1297, 1.436] grayscale 0 6 1.089 [0.2397, 1.947] grayscale 1 14 0.3321 [0.1039, 0.6357] grayscale 2 12 0.02928 [0.02808, 0.03027] grayscale 3 14 0.2176 [0.1218, 0.3223] grayscale 4 15 0.3597 [0.19, 0.5432] grayscale 5 12 0.1185 [0.0488, 0.2122] grayscale 6 14 0.3657 [0.1858, 0.5896] grayscale 7 16 0.6599 [0.2789, 1.105] grayscale 8 16 0.334 [0.07738, 0.777] grayscale 9 9 0.684 [0.1634, 1.323] blur 0 6 4.381 [1.439, 7.365] blur 1 14 1.657 [0.6099, 2.985] blur 2 12 0.08452 [0.0435, 0.1472] blur 3 14 0.7874 [0.3064, 1.377] blur 4 15 1.02 [0.5314, 1.611] blur 5 12 0.2844 [0.07441, 0.5765] blur 6 14 1.403 [0.3086, 2.827] blur 7 16 2.353 [0.9467, 3.937] blur 8 16 1.186 [0.3431, 2.207] blur 9 9 2.673 [0.4297, 5.914]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 3.189e-05 [2.453e-05, 4.075e-05] original block 1.0 relative squared CLS displacement 0.0001313 [0.0001013, 0.0001665] original random0 1.0 relative squared CLS displacement 0.001073 [0.0009752, 0.001161] original random1 1.0 relative squared CLS displacement 0.001137 [0.001004, 0.001263] original random2 1.0 relative squared CLS displacement 0.0009496 [0.0008617, 0.001031] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 3.636e-05 [2.891e-05, 4.372e-05] grayscale block 1.0 relative squared CLS displacement 0.0001516 [0.0001201, 0.0001831] grayscale random0 1.0 relative squared CLS displacement 0.001227 [0.00113, 0.00132] grayscale random1 1.0 relative squared CLS displacement 0.001267 [0.001134, 0.001393] grayscale random2 1.0 relative squared CLS displacement 0.001123 [0.001017, 0.001233] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0002617 [0.0001783, 0.0003652] blur block 1.0 relative squared CLS displacement 0.001115 [0.000752, 0.001567] blur random0 1.0 relative squared CLS displacement 0.001387 [0.001273, 0.001508] blur random1 1.0 relative squared CLS displacement 0.001429 [0.001293, 0.001566] blur random2 1.0 relative squared CLS displacement 0.001242 [0.001122, 0.001371]
blur_b1: 1 directions (qualified) Closure pass fraction 0.92; mean cos² 0.944; collective excess / null edge 2.77. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 6. Independent eval error: 0.007656295783817768.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 13.2; the scale is fixed across this block's panels.
+original: mean image activity 0.4797 [0.3396, 0.6213]
+
high · ID 2847 · label 8
+
high · ID 2375 · label 1
+
high · ID 2668 · label 1
+
high · ID 1708 · label 9
+
low · ID 984 · label 3
+
low · ID 164 · label 2
+
low · ID 1612 · label 9
+
low · ID 282 · label 2
+
grayscale: mean image activity 0.4874 [0.3457, 0.6552]
+
high · ID 2847 · label 8
+
high · ID 2375 · label 1
+
high · ID 2668 · label 1
+
high · ID 1708 · label 9
+
low · ID 984 · label 3
+
low · ID 164 · label 2
+
low · ID 1612 · label 9
+
low · ID 282 · label 2
+
blur: mean image activity 2.1 [1.823, 2.373]
+
high · ID 2847 · label 8
+
high · ID 2375 · label 1
+
high · ID 2668 · label 1
+
high · ID 1708 · label 9
+
low · ID 984 · label 3
+
low · ID 164 · label 2
+
low · ID 1612 · label 9
+
low · ID 282 · label 2
+
Paired activity changes
+grayscale minus original: 0.007669 [-0.04235, 0.04868]
+blur minus original: 1.621 [1.326, 1.93]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.2405 [0.2106, 0.2704] original 1 14 0.8751 [0.2654, 1.718] original 2 12 0.2474 [0.2029, 0.3269] original 3 14 0.4903 [0.2228, 0.9915] original 4 15 0.2469 [0.2301, 0.2657] original 5 12 0.2316 [0.2076, 0.2708] original 6 14 0.2449 [0.2224, 0.2803] original 7 16 0.4331 [0.2355, 0.7024] original 8 16 0.9456 [0.3268, 1.804] original 9 9 0.6568 [0.2583, 1.412] grayscale 0 6 0.2414 [0.2087, 0.2893] grayscale 1 14 0.8063 [0.2435, 1.584] grayscale 2 12 0.2926 [0.2071, 0.4572] grayscale 3 14 0.3417 [0.2163, 0.5675] grayscale 4 15 0.2783 [0.2319, 0.3577] grayscale 5 12 0.2508 [0.2061, 0.3305] grayscale 6 14 0.2403 [0.2205, 0.269] grayscale 7 16 0.4686 [0.2386, 0.7899] grayscale 8 16 1.019 [0.347, 1.935] grayscale 9 9 0.7784 [0.2605, 1.782] blur 0 6 2.438 [1.557, 3.275] blur 1 14 2.272 [1.592, 2.868] blur 2 12 0.8602 [0.4324, 1.521] blur 3 14 1.655 [1.041, 2.322] blur 4 15 2.383 [1.506, 3.322] blur 5 12 3.448 [2.629, 4.328] blur 6 14 2.02 [1.339, 2.742] blur 7 16 2.677 [1.889, 3.518] blur 8 16 1.797 [1.228, 2.456] blur 9 9 1.324 [0.6028, 2.393]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 1.267e-05 [1.06e-05, 1.538e-05] original block 1.0 relative squared CLS displacement 5.101e-05 [4.257e-05, 6.199e-05] original random0 1.0 relative squared CLS displacement 0.0002344 [0.0002129, 0.0002545] original random1 1.0 relative squared CLS displacement 0.0002459 [0.0002164, 0.0002745] original random2 1.0 relative squared CLS displacement 0.0002051 [0.0001861, 0.0002229] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 1.452e-05 [1.214e-05, 1.794e-05] grayscale block 1.0 relative squared CLS displacement 5.847e-05 [4.871e-05, 7.26e-05] grayscale random0 1.0 relative squared CLS displacement 0.0002681 [0.0002463, 0.0002885] grayscale random1 1.0 relative squared CLS displacement 0.0002741 [0.0002456, 0.0003016] grayscale random2 1.0 relative squared CLS displacement 0.0002413 [0.0002194, 0.000263] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0001719 [0.0001354, 0.0002102] blur block 1.0 relative squared CLS displacement 0.0007024 [0.0005522, 0.0008573] blur random0 1.0 relative squared CLS displacement 0.0003026 [0.0002773, 0.000329] blur random1 1.0 relative squared CLS displacement 0.0003086 [0.00028, 0.0003382] blur random2 1.0 relative squared CLS displacement 0.0002709 [0.0002438, 0.0003006]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.997 0.997 / 0.332 original_b0/blur_b0 0.001 0.001 / 0.001 original_b0/blur_b1 0.005 0.005 / 0.005 grayscale_b0/blur_b0 0.001 0.000 / 0.001 grayscale_b0/blur_b1 0.008 0.003 / 0.008
Layer 7 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 1 512 / 100352 1.92e-05 / 2.55e-05 grayscale 2 / 2 2 512 / 100352 1.65e-05 / 2.34e-05 blur 1 / 0 1 512 / 100352 1.54e-05 / 2.36e-05
+original_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 0.985; collective excess / null edge 22.06. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 11. Independent eval error: 0.006950501352548599.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 17.3; the scale is fixed across this block's panels.
+original: mean image activity 0.9001 [0.6455, 1.185]
+
high · ID 2443 · label 1
+
high · ID 1837 · label 9
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
low · ID 1351 · label 4
+
low · ID 2259 · label 7
+
low · ID 2901 · label 8
+
low · ID 120 · label 2
+
grayscale: mean image activity 0.8701 [0.6045, 1.181]
+
high · ID 2443 · label 1
+
high · ID 1837 · label 9
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
low · ID 1351 · label 4
+
low · ID 2259 · label 7
+
low · ID 2901 · label 8
+
low · ID 120 · label 2
+
blur: mean image activity 0.5824 [0.3906, 0.8161]
+
high · ID 2443 · label 1
+
high · ID 1837 · label 9
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
low · ID 1351 · label 4
+
low · ID 2259 · label 7
+
low · ID 2901 · label 8
+
low · ID 120 · label 2
+
Paired activity changes
+grayscale minus original: -0.03004 [-0.09933, 0.04688]
+blur minus original: -0.3177 [-0.4731, -0.196]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.9436 [0.1393, 1.761] original 1 14 0.8093 [0.07478, 2.093] original 2 12 0.08659 [0.07654, 0.09788] original 3 14 0.6118 [0.1838, 1.14] original 4 15 2.316 [1.353, 3.412] original 5 12 0.1189 [0.09306, 0.1484] original 6 14 0.9005 [0.2959, 1.84] original 7 16 0.6561 [0.3117, 1.096] original 8 16 0.977 [0.1843, 1.965] original 9 9 1.524 [0.367, 3.311] grayscale 0 6 0.7915 [0.1405, 1.538] grayscale 1 14 0.7815 [0.07371, 2.018] grayscale 2 12 0.08588 [0.07557, 0.09835] grayscale 3 14 0.6058 [0.1387, 1.3] grayscale 4 15 2.403 [1.307, 3.638] grayscale 5 12 0.1069 [0.08383, 0.1342] grayscale 6 14 0.9389 [0.2484, 2.043] grayscale 7 16 0.4731 [0.2319, 0.7722] grayscale 8 16 0.819 [0.1106, 1.743] grayscale 9 9 1.669 [0.2498, 4.04] blur 0 6 0.3938 [0.114, 0.8386] blur 1 14 0.7181 [0.07555, 1.886] blur 2 12 0.09903 [0.07664, 0.1291] blur 3 14 0.2854 [0.1224, 0.4728] blur 4 15 1.34 [0.7171, 2.111] blur 5 12 0.1212 [0.0776, 0.184] blur 6 14 0.8778 [0.2376, 1.99] blur 7 16 0.4272 [0.1536, 0.7671] blur 8 16 0.462 [0.1254, 0.9526] blur 9 9 0.9855 [0.181, 2.321]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0001114 [9.565e-05, 0.0001302] original block 1.0 relative squared CLS displacement 0.0004896 [0.0004142, 0.0005826] original random0 1.0 relative squared CLS displacement 0.001555 [0.001389, 0.00172] original random1 1.0 relative squared CLS displacement 0.001513 [0.001325, 0.001737] original random2 1.0 relative squared CLS displacement 0.001488 [0.001351, 0.001627] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0001311 [0.000111, 0.0001532] grayscale block 1.0 relative squared CLS displacement 0.0005784 [0.0004821, 0.0006859] grayscale random0 1.0 relative squared CLS displacement 0.001786 [0.001598, 0.001985] grayscale random1 1.0 relative squared CLS displacement 0.001744 [0.001513, 0.00201] grayscale random2 1.0 relative squared CLS displacement 0.001642 [0.001489, 0.00179] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0001658 [0.0001397, 0.0001928] blur block 1.0 relative squared CLS displacement 0.0007352 [0.0006077, 0.0008722] blur random0 1.0 relative squared CLS displacement 0.002288 [0.002049, 0.002562] blur random1 1.0 relative squared CLS displacement 0.002029 [0.001759, 0.002346] blur random2 1.0 relative squared CLS displacement 0.001816 [0.001625, 0.002042]
grayscale_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 0.977; collective excess / null edge 24.61. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.005840393714606762.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 17.3; the scale is fixed across this block's panels.
+original: mean image activity 0.8852 [0.6334, 1.174]
+
high · ID 2443 · label 1
+
high · ID 1837 · label 9
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
low · ID 1351 · label 4
+
low · ID 2901 · label 8
+
low · ID 2259 · label 7
+
low · ID 120 · label 2
+
grayscale: mean image activity 0.8692 [0.6006, 1.187]
+
high · ID 2443 · label 1
+
high · ID 1837 · label 9
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
low · ID 1351 · label 4
+
low · ID 2901 · label 8
+
low · ID 2259 · label 7
+
low · ID 120 · label 2
+
blur: mean image activity 0.5679 [0.3774, 0.7999]
+
high · ID 2443 · label 1
+
high · ID 1837 · label 9
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
low · ID 1351 · label 4
+
low · ID 2901 · label 8
+
low · ID 2259 · label 7
+
low · ID 120 · label 2
+
Paired activity changes
+grayscale minus original: -0.01596 [-0.08263, 0.06147]
+blur minus original: -0.3173 [-0.4723, -0.1913]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.919 [0.1275, 1.741] original 1 14 0.8135 [0.06854, 2.12] original 2 12 0.07952 [0.07211, 0.08765] original 3 14 0.592 [0.1743, 1.108] original 4 15 2.295 [1.32, 3.4] original 5 12 0.09754 [0.0796, 0.1194] original 6 14 0.8888 [0.2839, 1.84] original 7 16 0.6394 [0.2997, 1.065] original 8 16 0.9657 [0.1788, 1.949] original 9 9 1.493 [0.3409, 3.294] grayscale 0 6 0.7797 [0.1308, 1.524] grayscale 1 14 0.7903 [0.06971, 2.033] grayscale 2 12 0.07963 [0.07161, 0.08844] grayscale 3 14 0.6026 [0.1339, 1.305] grayscale 4 15 2.409 [1.308, 3.636] grayscale 5 12 0.08839 [0.07502, 0.1037] grayscale 6 14 0.9349 [0.2426, 2.058] grayscale 7 16 0.4654 [0.2268, 0.7602] grayscale 8 16 0.8355 [0.1058, 1.758] grayscale 9 9 1.669 [0.2304, 4.064] blur 0 6 0.3712 [0.1062, 0.8006] blur 1 14 0.7164 [0.07043, 1.889] blur 2 12 0.08999 [0.07282, 0.1115] blur 3 14 0.2771 [0.1174, 0.4641] blur 4 15 1.312 [0.7069, 2.046] blur 5 12 0.106 [0.07196, 0.1635] blur 6 14 0.8737 [0.23, 1.997] blur 7 16 0.4196 [0.1466, 0.7545] blur 8 16 0.4443 [0.1191, 0.921] blur 9 9 0.9415 [0.1548, 2.281]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0001008 [8.633e-05, 0.0001181] original block 1.0 relative squared CLS displacement 0.0004442 [0.0003758, 0.0005291] original random0 1.0 relative squared CLS displacement 0.001456 [0.001301, 0.00161] original random1 1.0 relative squared CLS displacement 0.001436 [0.001257, 0.00165] original random2 1.0 relative squared CLS displacement 0.001436 [0.001303, 0.00157] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0001199 [0.000101, 0.0001411] grayscale block 1.0 relative squared CLS displacement 0.0005298 [0.0004388, 0.0006319] grayscale random0 1.0 relative squared CLS displacement 0.001672 [0.001496, 0.001859] grayscale random1 1.0 relative squared CLS displacement 0.001655 [0.001435, 0.00191] grayscale random2 1.0 relative squared CLS displacement 0.001584 [0.001436, 0.001726] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0001493 [0.0001257, 0.0001742] blur block 1.0 relative squared CLS displacement 0.000663 [0.000545, 0.0007905] blur random0 1.0 relative squared CLS displacement 0.002144 [0.001921, 0.002401] blur random1 1.0 relative squared CLS displacement 0.001924 [0.001668, 0.002226] blur random2 1.0 relative squared CLS displacement 0.001752 [0.001568, 0.001968]
grayscale_b4: 1 directions (qualified) Closure pass fraction 0.92; mean cos² 0.903; collective excess / null edge 3.19. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 8. Independent eval error: 0.0029057038482278585.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 53.5; the scale is fixed across this block's panels.
+original: mean image activity 1.861 [0.7963, 3.084]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2795 · label 8
+
low · ID 120 · label 2
+
low · ID 1218 · label 4
+
low · ID 2040 · label 7
+
low · ID 2388 · label 1
+
grayscale: mean image activity 1.688 [0.705, 2.846]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2795 · label 8
+
low · ID 120 · label 2
+
low · ID 1218 · label 4
+
low · ID 2040 · label 7
+
low · ID 2388 · label 1
+
blur: mean image activity 0.345 [0.05745, 0.7035]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2795 · label 8
+
low · ID 120 · label 2
+
low · ID 1218 · label 4
+
low · ID 2040 · label 7
+
low · ID 2388 · label 1
+
Paired activity changes
+grayscale minus original: -0.1729 [-0.2924, -0.05971]
+blur minus original: -1.516 [-2.553, -0.6619]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.01058 [0.008929, 0.0122] original 1 14 0.009969 [0.0087, 0.01143] original 2 12 0.03948 [0.01296, 0.07742] original 3 14 0.04436 [0.02023, 0.07276] original 4 15 0.01775 [0.0115, 0.02647] original 5 12 0.009075 [0.008156, 0.01013] original 6 14 0.01471 [0.009224, 0.02477] original 7 16 0.009587 [0.008087, 0.01161] original 8 16 14.74 [8.544, 21.67] original 9 9 0.03462 [0.009054, 0.06976] grayscale 0 6 0.009713 [0.008454, 0.01117] grayscale 1 14 0.009347 [0.007963, 0.01107] grayscale 2 12 0.03782 [0.01252, 0.07429] grayscale 3 14 0.04309 [0.01953, 0.07073] grayscale 4 15 0.01793 [0.01115, 0.02757] grayscale 5 12 0.01009 [0.008351, 0.0122] grayscale 6 14 0.015 [0.008695, 0.0266] grayscale 7 16 0.008012 [0.007433, 0.008683] grayscale 8 16 13.37 [7.669, 19.82] grayscale 9 9 0.01917 [0.008815, 0.03498] blur 0 6 0.01626 [0.009054, 0.0299] blur 1 14 0.008648 [0.007981, 0.009446] blur 2 12 0.03758 [0.01308, 0.07209] blur 3 14 0.048 [0.01993, 0.08121] blur 4 15 0.01797 [0.01151, 0.02779] blur 5 12 0.01035 [0.008697, 0.01221] blur 6 14 0.02055 [0.01067, 0.03553] blur 7 16 0.008919 [0.007753, 0.01036] blur 8 16 2.615 [0.5657, 5.299] blur 9 9 0.01756 [0.008505, 0.03345]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0002306 [8.592e-05, 0.0003862] original block 1.0 relative squared CLS displacement 0.001225 [0.0004587, 0.002051] original random0 1.0 relative squared CLS displacement 0.0001938 [0.0001737, 0.0002136] original random1 1.0 relative squared CLS displacement 0.0002031 [0.0001757, 0.0002375] original random2 1.0 relative squared CLS displacement 0.0001926 [0.0001747, 0.0002097] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0002513 [9.564e-05, 0.0004152] grayscale block 1.0 relative squared CLS displacement 0.001319 [0.0004957, 0.002189] grayscale random0 1.0 relative squared CLS displacement 0.0002217 [0.0001989, 0.0002454] grayscale random1 1.0 relative squared CLS displacement 0.000235 [0.0002001, 0.0002791] grayscale random2 1.0 relative squared CLS displacement 0.0002122 [0.0001932, 0.0002296] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 9.802e-05 [1.055e-05, 0.0002171] blur block 1.0 relative squared CLS displacement 0.0004507 [3.83e-05, 0.001019] blur random0 1.0 relative squared CLS displacement 0.000287 [0.0002582, 0.0003191] blur random1 1.0 relative squared CLS displacement 0.000265 [0.000228, 0.0003134] blur random2 1.0 relative squared CLS displacement 0.000235 [0.0002116, 0.0002607]
blur_b0: 1 directions (closed, collective gate failed) Closure pass fraction 0.92; mean cos² 0.945; collective excess / null edge 1.64. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 3. Independent eval error: 0.004479646682739258.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 20.5; the scale is fixed across this block's panels.
+original: mean image activity 0.3858 [0.228, 0.623]
+
high · ID 3112 · label 8
+
high · ID 2668 · label 1
+
high · ID 2259 · label 7
+
high · ID 284 · label 2
+
low · ID 2274 · label 7
+
low · ID 2494 · label 1
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
grayscale: mean image activity 0.4356 [0.2494, 0.6946]
+
high · ID 3112 · label 8
+
high · ID 2668 · label 1
+
high · ID 2259 · label 7
+
high · ID 284 · label 2
+
low · ID 2274 · label 7
+
low · ID 2494 · label 1
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
blur: mean image activity 2.477 [2.063, 2.939]
+
high · ID 3112 · label 8
+
high · ID 2668 · label 1
+
high · ID 2259 · label 7
+
high · ID 284 · label 2
+
low · ID 2274 · label 7
+
low · ID 2494 · label 1
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
Paired activity changes
+grayscale minus original: 0.04974 [0.01177, 0.0992]
+blur minus original: 2.091 [1.695, 2.522]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.1365 [0.1196, 0.1514] original 1 14 0.3327 [0.1172, 0.7508] original 2 12 0.3478 [0.1564, 0.6581] original 3 14 0.4682 [0.2716, 0.7063] original 4 15 0.1599 [0.1369, 0.1836] original 5 12 0.143 [0.1251, 0.1655] original 6 14 0.2178 [0.1351, 0.308] original 7 16 0.3593 [0.127, 0.7327] original 8 16 1.128 [0.2307, 2.787] original 9 9 0.2457 [0.13, 0.4135] grayscale 0 6 0.1566 [0.1233, 0.1939] grayscale 1 14 0.5087 [0.1201, 1.276] grayscale 2 12 0.3648 [0.1557, 0.6715] grayscale 3 14 0.4502 [0.245, 0.6842] grayscale 4 15 0.172 [0.1409, 0.2153] grayscale 5 12 0.1585 [0.1168, 0.2227] grayscale 6 14 0.2037 [0.1294, 0.3004] grayscale 7 16 0.4461 [0.1245, 0.9556] grayscale 8 16 1.191 [0.2658, 2.901] grayscale 9 9 0.3875 [0.1506, 0.6687] blur 0 6 2.417 [1.188, 3.723] blur 1 14 2.067 [1.13, 3.414] blur 2 12 1.436 [0.7905, 2.316] blur 3 14 2.174 [1.424, 3.034] blur 4 15 2.722 [1.803, 3.839] blur 5 12 3.942 [2.887, 5.107] blur 6 14 1.837 [1.305, 2.424] blur 7 16 2.029 [1.123, 3.203] blur 8 16 3.649 [1.767, 5.822] blur 9 9 2.364 [0.9921, 4.072]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 1.696e-05 [1.491e-05, 1.902e-05] original block 1.0 relative squared CLS displacement 6.792e-05 [5.957e-05, 7.649e-05] original random0 1.0 relative squared CLS displacement 0.0005625 [0.0005031, 0.0006201] original random1 1.0 relative squared CLS displacement 0.00063 [0.0005479, 0.0007293] original random2 1.0 relative squared CLS displacement 0.000617 [0.0005597, 0.0006733] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 1.901e-05 [1.692e-05, 2.128e-05] grayscale block 1.0 relative squared CLS displacement 7.61e-05 [6.772e-05, 8.537e-05] grayscale random0 1.0 relative squared CLS displacement 0.0006444 [0.0005768, 0.0007143] grayscale random1 1.0 relative squared CLS displacement 0.0007277 [0.000623, 0.0008542] grayscale random2 1.0 relative squared CLS displacement 0.0006802 [0.0006172, 0.0007389] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0002512 [0.0001753, 0.0003498] blur block 1.0 relative squared CLS displacement 0.00102 [0.0007091, 0.001422] blur random0 1.0 relative squared CLS displacement 0.000831 [0.0007461, 0.0009256] blur random1 1.0 relative squared CLS displacement 0.0008329 [0.0007183, 0.0009756] blur random2 1.0 relative squared CLS displacement 0.0007525 [0.0006748, 0.0008389]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.994 0.994 / 0.994 original_b0/grayscale_b4 0.000 0.000 / 0.000 original_b0/blur_b0 0.001 0.001 / 0.001 grayscale_b0/blur_b0 0.001 0.001 / 0.001 grayscale_b4/blur_b0 0.000 0.000 / 0.000
Layer 8 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 1 512 / 100352 1.29e-05 / 2.32e-05 grayscale 1 / 1 3 512 / 100352 1.24e-05 / 2.48e-05 blur 1 / 1 3 512 / 100352 1.08e-05 / 1.86e-05
+original_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 1.000; collective excess / null edge 9.59. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 2. Independent eval error: 0.00576513959094882.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 5.64; the scale is fixed across this block's panels.
+original: mean image activity 1.085 [1.005, 1.177]
+
high · ID 2999 · label 8
+
high · ID 1002 · label 3
+
high · ID 653 · label 0
+
high · ID 162 · label 2
+
low · ID 1679 · label 9
+
low · ID 3051 · label 8
+
low · ID 1351 · label 4
+
low · ID 2364 · label 1
+
grayscale: mean image activity 1.069 [0.988, 1.15]
+
high · ID 2999 · label 8
+
high · ID 1002 · label 3
+
high · ID 653 · label 0
+
high · ID 162 · label 2
+
low · ID 1679 · label 9
+
low · ID 3051 · label 8
+
low · ID 1351 · label 4
+
low · ID 2364 · label 1
+
blur: mean image activity 0.8702 [0.8012, 0.9478]
+
high · ID 2999 · label 8
+
high · ID 1002 · label 3
+
high · ID 653 · label 0
+
high · ID 162 · label 2
+
low · ID 1679 · label 9
+
low · ID 3051 · label 8
+
low · ID 1351 · label 4
+
low · ID 2364 · label 1
+
Paired activity changes
+grayscale minus original: -0.01656 [-0.04562, 0.01046]
+blur minus original: -0.2151 [-0.2801, -0.1552]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.278 [0.9145, 1.739] original 1 14 0.9964 [0.7708, 1.233] original 2 12 1.393 [1.088, 1.712] original 3 14 1.211 [0.9345, 1.524] original 4 15 0.9109 [0.7333, 1.099] original 5 12 0.7787 [0.668, 0.9092] original 6 14 1.237 [1.069, 1.424] original 7 16 0.8891 [0.8025, 0.9796] original 8 16 1.23 [0.9496, 1.518] original 9 9 1.042 [0.6373, 1.476] grayscale 0 6 1.154 [0.9772, 1.408] grayscale 1 14 1.11 [0.8403, 1.381] grayscale 2 12 1.395 [1.112, 1.698] grayscale 3 14 1.129 [0.9127, 1.382] grayscale 4 15 0.9429 [0.7646, 1.133] grayscale 5 12 0.742 [0.6581, 0.8428] grayscale 6 14 1.175 [1.022, 1.345] grayscale 7 16 0.8571 [0.7538, 0.9621] grayscale 8 16 1.212 [0.9292, 1.501] grayscale 9 9 1.021 [0.6273, 1.455] blur 0 6 0.9237 [0.765, 1.083] blur 1 14 0.8746 [0.6756, 1.064] blur 2 12 1.129 [0.892, 1.375] blur 3 14 1.297 [0.9457, 1.738] blur 4 15 0.7333 [0.5928, 0.883] blur 5 12 0.6633 [0.5911, 0.7491] blur 6 14 0.9499 [0.7663, 1.149] blur 7 16 0.691 [0.6351, 0.743] blur 8 16 0.7592 [0.6318, 0.8987] blur 9 9 0.7141 [0.4757, 1.042]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0002355 [0.0002164, 0.000254] original block 1.0 relative squared CLS displacement 0.0009476 [0.0008715, 0.001021] original random0 1.0 relative squared CLS displacement 0.001326 [0.001134, 0.001553] original random1 1.0 relative squared CLS displacement 0.001183 [0.001027, 0.001341] original random2 1.0 relative squared CLS displacement 0.001201 [0.00103, 0.001448] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0002724 [0.0002514, 0.0002924] grayscale block 1.0 relative squared CLS displacement 0.001099 [0.001014, 0.001179] grayscale random0 1.0 relative squared CLS displacement 0.001586 [0.001335, 0.001889] grayscale random1 1.0 relative squared CLS displacement 0.001456 [0.001254, 0.001656] grayscale random2 1.0 relative squared CLS displacement 0.001396 [0.001222, 0.001636] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0003219 [0.000301, 0.0003435] blur block 1.0 relative squared CLS displacement 0.001297 [0.001213, 0.001383] blur random0 1.0 relative squared CLS displacement 0.001522 [0.001363, 0.001715] blur random1 1.0 relative squared CLS displacement 0.001451 [0.001273, 0.001658] blur random2 1.0 relative squared CLS displacement 0.001446 [0.00131, 0.001601]
grayscale_b0: 3 directions (qualified) Closure pass fraction 0.92; mean cos² 0.987; collective excess / null edge 20.74. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.0069494955241680145.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 55.4; the scale is fixed across this block's panels.
+original: mean image activity 3.533 [2.683, 4.518]
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1410 · label 4
+
low · ID 3051 · label 8
+
low · ID 3610 · label 5
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
grayscale: mean image activity 3.619 [2.772, 4.587]
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1410 · label 4
+
low · ID 3051 · label 8
+
low · ID 3610 · label 5
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
blur: mean image activity 3.056 [2.251, 4.093]
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1410 · label 4
+
low · ID 3051 · label 8
+
low · ID 3610 · label 5
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
Paired activity changes
+grayscale minus original: 0.08597 [-0.02907, 0.2166]
+blur minus original: -0.4773 [-0.7912, -0.195]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.811 [1.448, 2.206] original 1 14 1.528 [1.061, 2.303] original 2 12 1.702 [1.325, 2.129] original 3 14 2.647 [1.557, 4.48] original 4 15 8.786 [4.949, 13.28] original 5 12 1.384 [0.9254, 2.152] original 6 14 3.03 [1.987, 4.417] original 7 16 1.447 [1.192, 1.754] original 8 16 6.335 [3.222, 10.23] original 9 9 5.241 [1.372, 11.56] grayscale 0 6 1.716 [1.495, 1.929] grayscale 1 14 1.73 [1.176, 2.605] grayscale 2 12 1.763 [1.365, 2.214] grayscale 3 14 2.592 [1.47, 4.407] grayscale 4 15 9.149 [5.119, 14.15] grayscale 5 12 1.414 [0.8942, 2.34] grayscale 6 14 3.01 [2.005, 4.312] grayscale 7 16 1.435 [1.163, 1.731] grayscale 8 16 6.623 [3.386, 10.65] grayscale 9 9 5.114 [1.471, 10.84] blur 0 6 1.431 [1.147, 1.736] blur 1 14 1.421 [1.016, 1.992] blur 2 12 1.577 [1.32, 1.84] blur 3 14 2.229 [1.455, 3.481] blur 4 15 6.739 [3.548, 11.32] blur 5 12 1.403 [0.9986, 2.022] blur 6 14 2.493 [1.594, 3.616] blur 7 16 1.254 [0.9722, 1.604] blur 8 16 5.352 [2.408, 9.22] blur 9 9 6.004 [1.281, 14.36]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0003273 [0.0003001, 0.000353] original block 1.0 relative squared CLS displacement 0.001355 [0.001238, 0.00147] original random0 1.0 relative squared CLS displacement 0.003387 [0.002901, 0.003956] original random1 1.0 relative squared CLS displacement 0.002918 [0.002562, 0.003283] original random2 1.0 relative squared CLS displacement 0.003046 [0.002572, 0.003778] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0003754 [0.0003464, 0.0004027] grayscale block 1.0 relative squared CLS displacement 0.001551 [0.001428, 0.001674] grayscale random0 1.0 relative squared CLS displacement 0.004027 [0.003418, 0.004772] grayscale random1 1.0 relative squared CLS displacement 0.003588 [0.003136, 0.004039] grayscale random2 1.0 relative squared CLS displacement 0.003493 [0.003032, 0.004166] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0004869 [0.0004443, 0.0005332] blur block 1.0 relative squared CLS displacement 0.00206 [0.001838, 0.002336] blur random0 1.0 relative squared CLS displacement 0.003873 [0.003478, 0.00433] blur random1 1.0 relative squared CLS displacement 0.003629 [0.003212, 0.004129] blur random2 1.0 relative squared CLS displacement 0.003613 [0.003264, 0.004016]
blur_b0: 3 directions (qualified) Closure pass fraction 0.83; mean cos² 0.962; collective excess / null edge 14.13. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 8. Independent eval error: 0.006353982724249363.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 55.4; the scale is fixed across this block's panels.
+original: mean image activity 3.161 [2.48, 3.982]
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1481 · label 4
+
low · ID 3051 · label 8
+
low · ID 2402 · label 1
+
low · ID 1604 · label 9
+
low · ID 3765 · label 5
+
grayscale: mean image activity 3.19 [2.515, 4.017]
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1481 · label 4
+
low · ID 3051 · label 8
+
low · ID 2402 · label 1
+
low · ID 1604 · label 9
+
low · ID 3765 · label 5
+
blur: mean image activity 3.624 [2.925, 4.52]
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1481 · label 4
+
low · ID 3051 · label 8
+
low · ID 2402 · label 1
+
low · ID 1604 · label 9
+
low · ID 3765 · label 5
+
Paired activity changes
+grayscale minus original: 0.02939 [-0.05619, 0.11]
+blur minus original: 0.4634 [0.1178, 0.8148]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.538 [1.98, 3.331] original 1 14 1.935 [1.509, 2.429] original 2 12 2.238 [1.832, 2.636] original 3 14 3.045 [1.922, 4.911] original 4 15 5.555 [2.663, 9.266] original 5 12 2.284 [1.605, 3.026] original 6 14 2.461 [1.702, 3.471] original 7 16 1.691 [1.396, 2.028] original 8 16 5.251 [2.603, 8.496] original 9 9 4.055 [1.224, 9.155] grayscale 0 6 2.475 [2.072, 2.886] grayscale 1 14 2.043 [1.676, 2.355] grayscale 2 12 2.342 [1.891, 2.788] grayscale 3 14 3.047 [1.811, 4.886] grayscale 4 15 5.851 [2.726, 9.755] grayscale 5 12 2.241 [1.501, 3.114] grayscale 6 14 2.434 [1.684, 3.48] grayscale 7 16 1.679 [1.366, 2.023] grayscale 8 16 5.192 [2.523, 8.494] grayscale 9 9 3.938 [1.337, 8.625] blur 0 6 3.939 [3.236, 4.545] blur 1 14 2.448 [1.739, 3.104] blur 2 12 2.193 [1.889, 2.479] blur 3 14 3.94 [2.998, 5.068] blur 4 15 4.919 [2.572, 8.663] blur 5 12 3.359 [2.611, 4.066] blur 6 14 2.929 [2.017, 4.063] blur 7 16 2.049 [1.559, 2.753] blur 8 16 5.475 [2.438, 9.302] blur 9 9 5.447 [1.413, 12.97]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0003226 [0.0002988, 0.000346] original block 1.0 relative squared CLS displacement 0.001314 [0.001219, 0.001407] original random0 1.0 relative squared CLS displacement 0.002738 [0.002349, 0.0032] original random1 1.0 relative squared CLS displacement 0.002343 [0.00205, 0.002644] original random2 1.0 relative squared CLS displacement 0.002245 [0.001905, 0.002753] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0003707 [0.0003437, 0.0003973] grayscale block 1.0 relative squared CLS displacement 0.001512 [0.001403, 0.00162] grayscale random0 1.0 relative squared CLS displacement 0.003261 [0.002761, 0.003863] grayscale random1 1.0 relative squared CLS displacement 0.002882 [0.00251, 0.003246] grayscale random2 1.0 relative squared CLS displacement 0.002587 [0.002253, 0.003069] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0004608 [0.0004324, 0.0004893] blur block 1.0 relative squared CLS displacement 0.001881 [0.001765, 0.001997] blur random0 1.0 relative squared CLS displacement 0.003134 [0.002817, 0.003512] blur random1 1.0 relative squared CLS displacement 0.002903 [0.002564, 0.003311] blur random2 1.0 relative squared CLS displacement 0.002678 [0.002421, 0.002973]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000 1.000 / 0.333 original_b0/blur_b0 0.998 0.998 / 0.333 grayscale_b0/blur_b0 0.997, 0.937, 0.000 0.645 / 0.645
Layer 9 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 4 512 / 100352 7.82e-06 / 5.12e-05 grayscale 1 / 1 3 512 / 100352 7.26e-06 / 4.86e-05 blur 1 / 1 4 512 / 100352 8.88e-06 / 4.55e-05
+original_b0: 4 directions (qualified) Closure pass fraction 0.92; mean cos² 0.974; collective excess / null edge 3.06. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 4. Independent eval error: 0.0066791498102247715.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 47.8; the scale is fixed across this block's panels.
+original: mean image activity 5.02 [3.652, 6.696]
+
high · ID 653 · label 0
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 615 · label 0
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
low · ID 1604 · label 9
+
grayscale: mean image activity 4.292 [3.325, 5.417]
+
high · ID 653 · label 0
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 615 · label 0
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
low · ID 1604 · label 9
+
blur: mean image activity 3.399 [2.319, 5.001]
+
high · ID 653 · label 0
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 615 · label 0
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 2402 · label 1
+
low · ID 1604 · label 9
+
Paired activity changes
+grayscale minus original: -0.7274 [-1.303, -0.3052]
+blur minus original: -1.621 [-2.262, -0.9851]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 34.87 [20.53, 49.39] original 1 14 3.042 [2.327, 3.826] original 2 12 3.713 [2.926, 4.535] original 3 14 2.591 [1.87, 3.541] original 4 15 3.062 [2.568, 3.609] original 5 12 2.225 [1.864, 2.6] original 6 14 3.194 [2.759, 3.644] original 7 16 2.035 [1.823, 2.283] original 8 16 8.511 [5.764, 11.55] original 9 9 2.649 [1.301, 4.275] grayscale 0 6 24.15 [14.92, 33.35] grayscale 1 14 2.88 [2.219, 3.633] grayscale 2 12 3.357 [2.78, 3.97] grayscale 3 14 2.376 [1.836, 3.016] grayscale 4 15 2.833 [2.293, 3.391] grayscale 5 12 2.054 [1.766, 2.388] grayscale 6 14 2.789 [2.45, 3.137] grayscale 7 16 2.009 [1.804, 2.258] grayscale 8 16 8.114 [5.373, 11.13] grayscale 9 9 2.504 [1.41, 3.787] blur 0 6 27.13 [8.693, 46.18] blur 1 14 2.279 [1.878, 2.746] blur 2 12 2.115 [1.85, 2.359] blur 3 14 2.407 [1.722, 3.37] blur 4 15 2.114 [1.879, 2.385] blur 5 12 1.688 [1.537, 1.87] blur 6 14 2.279 [2.055, 2.543] blur 7 16 1.882 [1.724, 2.032] blur 8 16 3.176 [2.405, 4.12] blur 9 9 1.838 [1.378, 2.291]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0003624 [0.0002965, 0.0004372] original block 1.0 relative squared CLS displacement 0.001576 [0.001255, 0.001951] original random0 1.0 relative squared CLS displacement 0.002929 [0.002185, 0.003763] original random1 1.0 relative squared CLS displacement 0.001965 [0.001751, 0.002204] original random2 1.0 relative squared CLS displacement 0.001892 [0.001681, 0.002134] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.000421 [0.0003373, 0.000521] grayscale block 1.0 relative squared CLS displacement 0.00183 [0.001425, 0.002307] grayscale random0 1.0 relative squared CLS displacement 0.003118 [0.002462, 0.003899] grayscale random1 1.0 relative squared CLS displacement 0.002273 [0.00204, 0.002544] grayscale random2 1.0 relative squared CLS displacement 0.00227 [0.001986, 0.002563] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.000535 [0.0004281, 0.0006535] blur block 1.0 relative squared CLS displacement 0.002309 [0.00181, 0.002889] blur random0 1.0 relative squared CLS displacement 0.002322 [0.002013, 0.002698] blur random1 1.0 relative squared CLS displacement 0.001763 [0.001557, 0.001994] blur random2 1.0 relative squared CLS displacement 0.002136 [0.00181, 0.002526]
grayscale_b0: 3 directions (qualified) Closure pass fraction 0.83; mean cos² 0.976; collective excess / null edge 10.07. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 5. Independent eval error: 0.007184885907918215.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 58.4; the scale is fixed across this block's panels.
+original: mean image activity 4.141 [2.965, 5.745]
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 1814 · label 9
+
high · ID 3004 · label 8
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 1837 · label 9
+
low · ID 1604 · label 9
+
grayscale: mean image activity 4.194 [3.01, 5.786]
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 1814 · label 9
+
high · ID 3004 · label 8
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 1837 · label 9
+
low · ID 1604 · label 9
+
blur: mean image activity 3.672 [2.398, 5.359]
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 1814 · label 9
+
high · ID 3004 · label 8
+
low · ID 1595 · label 9
+
low · ID 1679 · label 9
+
low · ID 1837 · label 9
+
low · ID 1604 · label 9
+
Paired activity changes
+grayscale minus original: 0.05235 [-0.05079, 0.1682]
+blur minus original: -0.4688 [-0.7989, -0.1419]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.283 [1.997, 2.526] original 1 14 2.177 [1.826, 2.545] original 2 12 2.78 [2.3, 3.395] original 3 14 3.571 [1.887, 5.659] original 4 15 7.365 [3.027, 14.44] original 5 12 2.453 [1.72, 3.696] original 6 14 3.233 [2.424, 4.477] original 7 16 1.98 [1.749, 2.235] original 8 16 7.804 [3.341, 14.64] original 9 9 6.759 [1.149, 17.26] grayscale 0 6 2.247 [1.941, 2.591] grayscale 1 14 2.376 [2.001, 2.799] grayscale 2 12 2.793 [2.299, 3.433] grayscale 3 14 3.492 [1.941, 5.42] grayscale 4 15 7.655 [2.932, 15.29] grayscale 5 12 2.548 [1.691, 4.04] grayscale 6 14 3.151 [2.321, 4.427] grayscale 7 16 1.993 [1.779, 2.225] grayscale 8 16 8.019 [3.326, 15.16] grayscale 9 9 6.435 [1.256, 16.23] blur 0 6 2.159 [1.924, 2.465] blur 1 14 2.034 [1.711, 2.378] blur 2 12 2.196 [1.903, 2.46] blur 3 14 2.456 [1.8, 3.242] blur 4 15 6.032 [2.281, 12.82] blur 5 12 2.041 [1.521, 2.814] blur 6 14 2.574 [1.979, 3.441] blur 7 16 1.982 [1.731, 2.292] blur 8 16 7.02 [2.576, 14.24] blur 9 9 8.095 [1.27, 21.29]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.0002197 [0.0002021, 0.0002365] original block 1.0 relative squared CLS displacement 0.0009094 [0.0008364, 0.0009804] original random0 1.0 relative squared CLS displacement 0.003159 [0.002352, 0.004065] original random1 1.0 relative squared CLS displacement 0.002116 [0.001886, 0.002373] original random2 1.0 relative squared CLS displacement 0.002042 [0.001814, 0.002303] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0002466 [0.0002273, 0.0002656] grayscale block 1.0 relative squared CLS displacement 0.00102 [0.0009397, 0.001099] grayscale random0 1.0 relative squared CLS displacement 0.003358 [0.00265, 0.004195] grayscale random1 1.0 relative squared CLS displacement 0.002447 [0.002197, 0.002739] grayscale random2 1.0 relative squared CLS displacement 0.002449 [0.002143, 0.002766] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0003307 [0.0003111, 0.0003512] blur block 1.0 relative squared CLS displacement 0.001353 [0.001272, 0.001438] blur random0 1.0 relative squared CLS displacement 0.002497 [0.002166, 0.002902] blur random1 1.0 relative squared CLS displacement 0.001897 [0.001676, 0.002145] blur random2 1.0 relative squared CLS displacement 0.002305 [0.001953, 0.002727]
blur_b0: 4 directions (qualified) Closure pass fraction 1.00; mean cos² 0.996; collective excess / null edge 4.34. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 5. Independent eval error: 0.00843985565006733.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 36.7; the scale is fixed across this block's panels.
+original: mean image activity 4.401 [3.217, 6.007]
+
high · ID 653 · label 0
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 615 · label 0
+
low · ID 1595 · label 9
+
low · ID 2402 · label 1
+
low · ID 1679 · label 9
+
low · ID 1604 · label 9
+
grayscale: mean image activity 3.963 [3.15, 5.037]
+
high · ID 653 · label 0
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 615 · label 0
+
low · ID 1595 · label 9
+
low · ID 2402 · label 1
+
low · ID 1679 · label 9
+
low · ID 1604 · label 9
+
blur: mean image activity 3.985 [2.898, 5.608]
+
high · ID 653 · label 0
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 615 · label 0
+
low · ID 1595 · label 9
+
low · ID 2402 · label 1
+
low · ID 1679 · label 9
+
low · ID 1604 · label 9
+
Paired activity changes
+grayscale minus original: -0.4383 [-0.9883, -0.04315]
+blur minus original: -0.4161 [-0.8397, -0.02599]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 32.52 [18.66, 46.77] original 1 14 2.867 [1.996, 4.205] original 2 12 2.353 [1.974, 2.759] original 3 14 2.484 [2.025, 3.093] original 4 15 3.931 [3.137, 4.714] original 5 12 1.928 [1.729, 2.13] original 6 14 3.749 [2.869, 4.98] original 7 16 2.836 [2.245, 3.587] original 8 16 3.628 [2.846, 4.709] original 9 9 3.007 [1.568, 4.911] grayscale 0 6 23.09 [14.32, 31.87] grayscale 1 14 3.118 [2.198, 4.52] grayscale 2 12 2.395 [1.991, 2.851] grayscale 3 14 2.498 [2.025, 3.096] grayscale 4 15 3.951 [3.074, 4.816] grayscale 5 12 1.954 [1.747, 2.172] grayscale 6 14 3.636 [2.745, 4.938] grayscale 7 16 2.719 [2.161, 3.362] grayscale 8 16 3.536 [2.832, 4.446] grayscale 9 9 3.074 [1.648, 5.245] blur 0 6 27.47 [8.323, 46.81] blur 1 14 2.826 [2.043, 4.048] blur 2 12 2.074 [1.737, 2.462] blur 3 14 2.262 [1.966, 2.661] blur 4 15 3.721 [3.082, 4.378] blur 5 12 1.721 [1.546, 1.897] blur 6 14 3.751 [2.657, 5.308] blur 7 16 2.877 [2.258, 3.606] blur 8 16 2.952 [2.39, 3.662] blur 9 9 2.991 [1.897, 4.217]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0.000397 [0.0003164, 0.0004919] original block 1.0 relative squared CLS displacement 0.001746 [0.001354, 0.0022] original random0 1.0 relative squared CLS displacement 0.003212 [0.00239, 0.004133] original random1 1.0 relative squared CLS displacement 0.002144 [0.00191, 0.002404] original random2 1.0 relative squared CLS displacement 0.002163 [0.001922, 0.002441] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0.0004597 [0.0003585, 0.0005792] grayscale block 1.0 relative squared CLS displacement 0.00202 [0.001539, 0.002593] grayscale random0 1.0 relative squared CLS displacement 0.003412 [0.002693, 0.004262] grayscale random1 1.0 relative squared CLS displacement 0.002479 [0.002226, 0.002774] grayscale random2 1.0 relative squared CLS displacement 0.002595 [0.002271, 0.002931] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0006142 [0.0004865, 0.000758] blur block 1.0 relative squared CLS displacement 0.002673 [0.002072, 0.003358] blur random0 1.0 relative squared CLS displacement 0.002537 [0.0022, 0.002948] blur random1 1.0 relative squared CLS displacement 0.001922 [0.001698, 0.002173] blur random2 1.0 relative squared CLS displacement 0.002441 [0.002069, 0.002889]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000, 1.000, 0.001 0.500 / 0.667 original_b0/blur_b0 1.000, 0.999, 0.998, 0.001 0.750 / 0.750 grayscale_b0/blur_b0 0.999, 0.995, 0.002 0.666 / 0.499
Layer 10 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 1 512 / 100352 6.52e-06 / 5.34e-05 grayscale 1 / 0 2 512 / 100352 6.9e-06 / 5.2e-05 blur 1 / 1 6 512 / 100352 6.89e-06 / 4.3e-05
+original_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 1.000; collective excess / null edge 9.61. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 2. Independent eval error: 0.0003773470816668123.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 6.16; the scale is fixed across this block's panels.
+original: mean image activity 1.028 [0.9733, 1.091]
+
high · ID 2750 · label 8
+
high · ID 162 · label 2
+
high · ID 994 · label 3
+
high · ID 2795 · label 8
+
low · ID 1064 · label 3
+
low · ID 772 · label 3
+
low · ID 3182 · label 6
+
low · ID 1004 · label 3
+
grayscale: mean image activity 1.07 [1.007, 1.143]
+
high · ID 2750 · label 8
+
high · ID 162 · label 2
+
high · ID 994 · label 3
+
high · ID 2795 · label 8
+
low · ID 1064 · label 3
+
low · ID 772 · label 3
+
low · ID 3182 · label 6
+
low · ID 1004 · label 3
+
blur: mean image activity 0.9235 [0.8818, 0.9676]
+
high · ID 2750 · label 8
+
high · ID 162 · label 2
+
high · ID 994 · label 3
+
high · ID 2795 · label 8
+
low · ID 1064 · label 3
+
low · ID 772 · label 3
+
low · ID 3182 · label 6
+
low · ID 1004 · label 3
+
Paired activity changes
+grayscale minus original: 0.04185 [0.01939, 0.07061]
+blur minus original: -0.1043 [-0.1481, -0.05965]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.124 [0.9623, 1.285] original 1 14 1.05 [0.9009, 1.204] original 2 12 1.128 [0.9405, 1.408] original 3 14 0.9657 [0.8002, 1.171] original 4 15 0.7944 [0.7506, 0.844] original 5 12 1.044 [0.9464, 1.13] original 6 14 0.9607 [0.8707, 1.065] original 7 16 0.8895 [0.8235, 0.959] original 8 16 1.369 [1.175, 1.588] original 9 9 1.003 [0.8145, 1.199] grayscale 0 6 1.208 [1.043, 1.366] grayscale 1 14 1.161 [0.9784, 1.362] grayscale 2 12 1.129 [0.9128, 1.446] grayscale 3 14 0.9503 [0.7991, 1.129] grayscale 4 15 0.8146 [0.7648, 0.8646] grayscale 5 12 1.066 [0.9442, 1.168] grayscale 6 14 0.9552 [0.8686, 1.06] grayscale 7 16 0.888 [0.8147, 0.9584] grayscale 8 16 1.463 [1.257, 1.732] grayscale 9 9 1.173 [0.8639, 1.521] blur 0 6 1.082 [0.9771, 1.2] blur 1 14 0.9355 [0.8168, 1.072] blur 2 12 0.9713 [0.8388, 1.151] blur 3 14 0.9245 [0.7865, 1.101] blur 4 15 0.7345 [0.6557, 0.8138] blur 5 12 0.9591 [0.8712, 1.049] blur 6 14 0.8863 [0.8135, 0.9615] blur 7 16 0.8869 [0.8196, 0.9491] blur 8 16 0.9748 [0.829, 1.117] blur 9 9 1.033 [0.7944, 1.306]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 2.479e-05 [2.279e-05, 2.681e-05] original block 1.0 relative squared CLS displacement 9.948e-05 [9.146e-05, 0.0001075] original random0 1.0 relative squared CLS displacement 0.0003919 [0.0003435, 0.0004392] original random1 1.0 relative squared CLS displacement 0.0005805 [0.0004786, 0.0006881] original random2 1.0 relative squared CLS displacement 0.0004547 [0.0003946, 0.0005194] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 2.84e-05 [2.629e-05, 3.057e-05] grayscale block 1.0 relative squared CLS displacement 0.0001139 [0.0001055, 0.0001227] grayscale random0 1.0 relative squared CLS displacement 0.0004614 [0.0003999, 0.000523] grayscale random1 1.0 relative squared CLS displacement 0.0006902 [0.0005676, 0.000824] grayscale random2 1.0 relative squared CLS displacement 0.0005371 [0.0004593, 0.0006199] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 4.386e-05 [4.057e-05, 4.726e-05] blur block 1.0 relative squared CLS displacement 0.0001747 [0.0001617, 0.0001884] blur random0 1.0 relative squared CLS displacement 0.0004521 [0.0003847, 0.0005345] blur random1 1.0 relative squared CLS displacement 0.0005937 [0.0005077, 0.000689] blur random2 1.0 relative squared CLS displacement 0.0005226 [0.0004583, 0.0005949]
grayscale_b0: 2 directions (closed, collective gate failed) Closure pass fraction 1.00; mean cos² 0.999; collective excess / null edge 1.17. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 2. Independent eval error: 0.0024910138454288244.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 12.9; the scale is fixed across this block's panels.
+original: mean image activity 2.008 [1.846, 2.179]
+
high · ID 2750 · label 8
+
high · ID 2668 · label 1
+
high · ID 2370 · label 1
+
high · ID 2764 · label 8
+
low · ID 1064 · label 3
+
low · ID 3894 · label 5
+
low · ID 3182 · label 6
+
low · ID 1679 · label 9
+
grayscale: mean image activity 2.197 [1.99, 2.409]
+
high · ID 2750 · label 8
+
high · ID 2668 · label 1
+
high · ID 2370 · label 1
+
high · ID 2764 · label 8
+
low · ID 1064 · label 3
+
low · ID 3894 · label 5
+
low · ID 3182 · label 6
+
low · ID 1679 · label 9
+
blur: mean image activity 1.731 [1.602, 1.86]
+
high · ID 2750 · label 8
+
high · ID 2668 · label 1
+
high · ID 2370 · label 1
+
high · ID 2764 · label 8
+
low · ID 1064 · label 3
+
low · ID 3894 · label 5
+
low · ID 3182 · label 6
+
low · ID 1679 · label 9
+
Paired activity changes
+grayscale minus original: 0.1892 [0.1276, 0.2598]
+blur minus original: -0.2775 [-0.384, -0.1772]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.672 [2.109, 3.308] original 1 14 2.502 [1.844, 3.28] original 2 12 2.096 [1.672, 2.617] original 3 14 1.624 [1.334, 1.971] original 4 15 1.328 [1.224, 1.462] original 5 12 1.937 [1.621, 2.281] original 6 14 1.964 [1.681, 2.27] original 7 16 1.717 [1.49, 2.015] original 8 16 2.926 [2.248, 3.662] original 9 9 1.462 [1.254, 1.686] grayscale 0 6 2.668 [2.176, 3.038] grayscale 1 14 3.123 [2.251, 4.173] grayscale 2 12 2.237 [1.733, 2.858] grayscale 3 14 1.699 [1.448, 1.988] grayscale 4 15 1.35 [1.234, 1.499] grayscale 5 12 2.084 [1.643, 2.59] grayscale 6 14 2.018 [1.698, 2.379] grayscale 7 16 1.863 [1.586, 2.201] grayscale 8 16 3.291 [2.502, 4.154] grayscale 9 9 1.655 [1.325, 2.024] blur 0 6 2.641 [1.896, 3.682] blur 1 14 2.186 [1.584, 2.96] blur 2 12 1.657 [1.418, 1.948] blur 3 14 1.538 [1.288, 1.877] blur 4 15 1.29 [1.134, 1.472] blur 5 12 1.52 [1.383, 1.677] blur 6 14 1.727 [1.525, 1.92] blur 7 16 1.715 [1.45, 2.054] blur 8 16 1.938 [1.54, 2.366] blur 9 9 1.493 [1.229, 1.798]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 3.933e-05 [3.623e-05, 4.236e-05] original block 1.0 relative squared CLS displacement 0.0001594 [0.0001468, 0.0001717] original random0 1.0 relative squared CLS displacement 0.0004462 [0.0003912, 0.0005003] original random1 1.0 relative squared CLS displacement 0.0006626 [0.0005469, 0.000784] original random2 1.0 relative squared CLS displacement 0.0005245 [0.0004553, 0.0005993] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 4.584e-05 [4.235e-05, 4.931e-05] grayscale block 1.0 relative squared CLS displacement 0.0001861 [0.0001716, 0.0002004] grayscale random0 1.0 relative squared CLS displacement 0.0005254 [0.0004555, 0.0005955] grayscale random1 1.0 relative squared CLS displacement 0.0007879 [0.0006487, 0.0009401] grayscale random2 1.0 relative squared CLS displacement 0.0006195 [0.00053, 0.0007142] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 6.945e-05 [6.429e-05, 7.451e-05] blur block 1.0 relative squared CLS displacement 0.0002789 [0.0002583, 0.0002992] blur random0 1.0 relative squared CLS displacement 0.0005149 [0.0004382, 0.0006089] blur random1 1.0 relative squared CLS displacement 0.0006781 [0.0005801, 0.0007866] blur random2 1.0 relative squared CLS displacement 0.0006034 [0.0005293, 0.0006866]
blur_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.976; collective excess / null edge 2.46. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 7. Independent eval error: 0.004042887594550848.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 137; the scale is fixed across this block's panels.
+original: mean image activity 6.504 [5.267, 8.184]
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 565 · label 0
+
high · ID 2878 · label 8
+
low · ID 1612 · label 9
+
low · ID 2210 · label 7
+
low · ID 1131 · label 4
+
low · ID 1218 · label 4
+
grayscale: mean image activity 4.2 [3.183, 5.598]
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 565 · label 0
+
high · ID 2878 · label 8
+
low · ID 1612 · label 9
+
low · ID 2210 · label 7
+
low · ID 1131 · label 4
+
low · ID 1218 · label 4
+
blur: mean image activity 9.435 [7.974, 11.22]
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 565 · label 0
+
high · ID 2878 · label 8
+
low · ID 1612 · label 9
+
low · ID 2210 · label 7
+
low · ID 1131 · label 4
+
low · ID 1218 · label 4
+
Paired activity changes
+grayscale minus original: -2.303 [-2.888, -1.697]
+blur minus original: 2.931 [2.095, 3.735]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 32.87 [15.68, 49.09] original 1 14 6.778 [4.518, 9.062] original 2 12 4.633 [3.654, 5.663] original 3 14 5.037 [3.81, 6.23] original 4 15 2.417 [2.014, 2.906] original 5 12 4.689 [3.683, 5.919] original 6 14 5.151 [4.189, 6.151] original 7 16 3.657 [2.666, 4.915] original 8 16 7.756 [5.087, 10.76] original 9 9 7.445 [4.47, 10.86] grayscale 0 6 25.72 [12.14, 38.41] grayscale 1 14 4.1 [3.047, 5.251] grayscale 2 12 2.927 [2.285, 3.728] grayscale 3 14 2.201 [1.912, 2.562] grayscale 4 15 1.743 [1.589, 1.934] grayscale 5 12 2.521 [1.972, 3.114] grayscale 6 14 2.284 [1.948, 2.642] grayscale 7 16 2.265 [1.891, 2.705] grayscale 8 16 6.948 [4.167, 10.81] grayscale 9 9 2.69 [1.775, 3.751] blur 0 6 34.19 [16.64, 51.19] blur 1 14 7.204 [5.019, 9.556] blur 2 12 7.692 [5.657, 10.17] blur 3 14 9.671 [7.135, 12.44] blur 4 15 4.21 [3.059, 5.584] blur 5 12 9.553 [7.039, 12.39] blur 6 14 9.818 [7.411, 12.68] blur 7 16 7.843 [5.091, 10.97] blur 8 16 7.451 [4.701, 11.58] blur 9 9 12.66 [7.016, 18.55]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 7.842e-05 [6.147e-05, 9.871e-05] original block 1.0 relative squared CLS displacement 0.0003322 [0.0002553, 0.0004245] original random0 1.0 relative squared CLS displacement 0.0005633 [0.000494, 0.000632] original random1 1.0 relative squared CLS displacement 0.0008015 [0.0006629, 0.0009458] original random2 1.0 relative squared CLS displacement 0.0006144 [0.0005334, 0.0007023] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 9.54e-05 [7.038e-05, 0.0001263] grayscale block 1.0 relative squared CLS displacement 0.0004104 [0.0002939, 0.0005518] grayscale random0 1.0 relative squared CLS displacement 0.0006632 [0.0005746, 0.0007518] grayscale random1 1.0 relative squared CLS displacement 0.0009534 [0.0007865, 0.001137] grayscale random2 1.0 relative squared CLS displacement 0.0007254 [0.0006212, 0.0008354] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0.0001494 [0.0001148, 0.0001908] blur block 1.0 relative squared CLS displacement 0.0006329 [0.000474, 0.0008204] blur random0 1.0 relative squared CLS displacement 0.0006503 [0.0005536, 0.0007695] blur random1 1.0 relative squared CLS displacement 0.0008211 [0.0007028, 0.0009522] blur random2 1.0 relative squared CLS displacement 0.0007074 [0.0006211, 0.0008047]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000 1.000 / 0.500 original_b0/blur_b0 1.000 1.000 / 0.167 grayscale_b0/blur_b0 1.000, 0.998 0.999 / 0.333
Layer 11 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 3 / 2 8 512 / 100352 2.32e-05 / 5.24e-05 grayscale 3 / 0 5 512 / 100352 1.98e-05 / 5.04e-05 blur 2 / 1 4 512 / 100352 2.28e-05 / 5.23e-05
+original_b7: 3 directions (qualified) Closure pass fraction 1.00; mean cos² 0.978; collective excess / null edge 10.59. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 26.2; the scale is fixed across this block's panels.
+original: mean image activity 3.146 [2.733, 3.634]
+
high · ID 565 · label 0
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 1604 · label 9
+
low · ID 2999 · label 8
+
low · ID 994 · label 3
+
low · ID 1351 · label 4
+
grayscale: mean image activity 3.091 [2.722, 3.526]
+
high · ID 565 · label 0
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 1604 · label 9
+
low · ID 2999 · label 8
+
low · ID 994 · label 3
+
low · ID 1351 · label 4
+
blur: mean image activity 2.775 [2.366, 3.331]
+
high · ID 565 · label 0
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 1604 · label 9
+
low · ID 2999 · label 8
+
low · ID 994 · label 3
+
low · ID 1351 · label 4
+
Paired activity changes
+grayscale minus original: -0.05485 [-0.2025, 0.07864]
+blur minus original: -0.371 [-0.6935, -0.02912]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 12.08 [8.362, 16.3] original 1 14 2.291 [2.051, 2.54] original 2 12 2.188 [1.935, 2.452] original 3 14 2.452 [2.012, 2.955] original 4 15 3.358 [2.712, 4.241] original 5 12 2.911 [2.459, 3.513] original 6 14 3.294 [2.817, 3.871] original 7 16 2.706 [2.356, 3.156] original 8 16 2.666 [2.05, 3.372] original 9 9 2.237 [1.666, 2.919] grayscale 0 6 10.55 [7.076, 13.6] grayscale 1 14 2.134 [1.904, 2.351] grayscale 2 12 2.193 [1.795, 2.586] grayscale 3 14 2.635 [2.187, 3.13] grayscale 4 15 3.688 [2.843, 5.001] grayscale 5 12 2.782 [2.423, 3.128] grayscale 6 14 3.187 [2.749, 3.676] grayscale 7 16 2.673 [2.293, 3.116] grayscale 8 16 2.449 [1.952, 3.053] grayscale 9 9 2.664 [2.003, 3.214] blur 0 6 11.1 [5.062, 16.63] blur 1 14 3.013 [1.968, 4.575] blur 2 12 2.018 [1.732, 2.376] blur 3 14 2.385 [2.058, 2.745] blur 4 15 2.551 [2.172, 2.969] blur 5 12 2.313 [2.01, 2.683] blur 6 14 2.436 [2.164, 2.696] blur 7 16 2.188 [1.905, 2.495] blur 8 16 2.017 [1.682, 2.412] blur 9 9 2.37 [1.644, 3.277]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
original_b5: 1 directions (qualified) Closure pass fraction 0.92; mean cos² 0.952; collective excess / null edge 3.36. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 26. Independent eval error: 0.00982719287276268.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 18.5; the scale is fixed across this block's panels.
+original: mean image activity 0.9648 [0.8225, 1.127]
+
high · ID 1159 · label 4
+
high · ID 284 · label 2
+
high · ID 162 · label 2
+
high · ID 1308 · label 4
+
low · ID 1604 · label 9
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 2402 · label 1
+
grayscale: mean image activity 1.209 [1.012, 1.43]
+
high · ID 1159 · label 4
+
high · ID 284 · label 2
+
high · ID 162 · label 2
+
high · ID 1308 · label 4
+
low · ID 1604 · label 9
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 2402 · label 1
+
blur: mean image activity 0.8743 [0.7414, 1.014]
+
high · ID 1159 · label 4
+
high · ID 284 · label 2
+
high · ID 162 · label 2
+
high · ID 1308 · label 4
+
low · ID 1604 · label 9
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 2402 · label 1
+
Paired activity changes
+grayscale minus original: 0.244 [0.1465, 0.3671]
+blur minus original: -0.09054 [-0.1759, -0.0117]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.7824 [0.5426, 1.085] original 1 14 0.4582 [0.3555, 0.5632] original 2 12 1.847 [1.008, 2.773] original 3 14 1.19 [0.8221, 1.602] original 4 15 1.704 [1.061, 2.39] original 5 12 0.5996 [0.4307, 0.8341] original 6 14 0.8419 [0.6041, 1.117] original 7 16 0.7268 [0.561, 0.9022] original 8 16 0.7076 [0.4633, 1.007] original 9 9 0.6735 [0.279, 1.159] grayscale 0 6 0.8033 [0.6727, 0.9378] grayscale 1 14 0.588 [0.4533, 0.7354] grayscale 2 12 1.919 [1.104, 2.809] grayscale 3 14 1.6 [1.128, 2.145] grayscale 4 15 1.938 [1.08, 2.945] grayscale 5 12 0.8159 [0.6179, 1.098] grayscale 6 14 1.477 [0.7773, 2.68] grayscale 7 16 0.9289 [0.7273, 1.182] grayscale 8 16 0.8192 [0.5462, 1.136] grayscale 9 9 0.9703 [0.5166, 1.439] blur 0 6 0.5126 [0.349, 0.7277] blur 1 14 0.4977 [0.3431, 0.7178] blur 2 12 1.283 [0.6162, 2.067] blur 3 14 1.053 [0.6792, 1.457] blur 4 15 1.217 [0.6608, 1.847] blur 5 12 0.6473 [0.4479, 0.8456] blur 6 14 0.9182 [0.6461, 1.246] blur 7 16 0.9313 [0.6904, 1.205] blur 8 16 0.7148 [0.4525, 1.071] blur 9 9 0.723 [0.2399, 1.32]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
original_b0: 4 directions (closed, collective gate failed) Closure pass fraction 1.00; mean cos² 0.997; collective excess / null edge 0.16. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 4. Independent eval error: 7.370041566900909e-05.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 19.8; the scale is fixed across this block's panels.
+original: mean image activity 2.843 [1.263, 5.179]
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 1129 · label 3
+
high · ID 3823 · label 5
+
low · ID 2847 · label 8
+
low · ID 3051 · label 8
+
low · ID 3078 · label 8
+
low · ID 2750 · label 8
+
grayscale: mean image activity 1.955 [0.9998, 3.291]
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 1129 · label 3
+
high · ID 3823 · label 5
+
low · ID 2847 · label 8
+
low · ID 3051 · label 8
+
low · ID 3078 · label 8
+
low · ID 2750 · label 8
+
blur: mean image activity 4.01 [2.235, 6.358]
+
high · ID 504 · label 0
+
high · ID 653 · label 0
+
high · ID 1129 · label 3
+
high · ID 3823 · label 5
+
low · ID 2847 · label 8
+
low · ID 3051 · label 8
+
low · ID 3078 · label 8
+
low · ID 2750 · label 8
+
Paired activity changes
+grayscale minus original: -0.8881 [-2.098, 0.03997]
+blur minus original: 1.168 [-1.108, 3.187]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 30.62 [2.996, 67.01] original 1 14 0.8674 [0.127, 2.278] original 2 12 0.3247 [0.2254, 0.4411] original 3 14 4.555 [2.298, 7.406] original 4 15 0.4504 [0.167, 0.767] original 5 12 4.078 [1.986, 6.651] original 6 14 2.048 [0.7747, 3.506] original 7 16 0.7282 [0.3837, 1.155] original 8 16 0.06334 [0.03169, 0.1134] original 9 9 0.3632 [0.1225, 0.8011] grayscale 0 6 16.11 [2.931, 35.42] grayscale 1 14 1.003 [0.2642, 2.158] grayscale 2 12 0.2777 [0.2056, 0.3516] grayscale 3 14 3.561 [1.99, 5.629] grayscale 4 15 0.4545 [0.1508, 0.8285] grayscale 5 12 1.322 [0.728, 1.988] grayscale 6 14 3.291 [0.6863, 7.547] grayscale 7 16 0.8725 [0.4499, 1.379] grayscale 8 16 0.06473 [0.03211, 0.1156] grayscale 9 9 0.2848 [0.182, 0.3935] blur 0 6 16.39 [0.7177, 44.33] blur 1 14 0.5991 [0.1836, 1.199] blur 2 12 7.319 [2.166, 13.5] blur 3 14 2.96 [0.924, 6.013] blur 4 15 5.746 [0.4351, 13.15] blur 5 12 1.743 [0.5187, 3.55] blur 6 14 6.849 [0.7149, 17.78] blur 7 16 3.731 [0.4011, 7.788] blur 8 16 0.4507 [0.0572, 1.068] blur 9 9 0.8211 [0.3383, 1.281]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
grayscale_b3: 1 directions (closed, collective gate failed) Closure pass fraction 1.00; mean cos² 0.989; collective excess / null edge 1.73. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 1. Independent eval error: 0.007964127697050571.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 19; the scale is fixed across this block's panels.
+original: mean image activity 0.9593 [0.8132, 1.123]
+
high · ID 1159 · label 4
+
high · ID 284 · label 2
+
high · ID 162 · label 2
+
high · ID 1308 · label 4
+
low · ID 2878 · label 8
+
low · ID 1604 · label 9
+
low · ID 2847 · label 8
+
low · ID 2402 · label 1
+
grayscale: mean image activity 1.212 [1.01, 1.44]
+
high · ID 1159 · label 4
+
high · ID 284 · label 2
+
high · ID 162 · label 2
+
high · ID 1308 · label 4
+
low · ID 2878 · label 8
+
low · ID 1604 · label 9
+
low · ID 2847 · label 8
+
low · ID 2402 · label 1
+
blur: mean image activity 0.8721 [0.7397, 1.012]
+
high · ID 1159 · label 4
+
high · ID 284 · label 2
+
high · ID 162 · label 2
+
high · ID 1308 · label 4
+
low · ID 2878 · label 8
+
low · ID 1604 · label 9
+
low · ID 2847 · label 8
+
low · ID 2402 · label 1
+
Paired activity changes
+grayscale minus original: 0.2528 [0.152, 0.3794]
+blur minus original: -0.08722 [-0.1738, -0.006061]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.6832 [0.4169, 0.9693] original 1 14 0.4562 [0.3514, 0.5638] original 2 12 1.852 [1.005, 2.8] original 3 14 1.189 [0.8173, 1.6] original 4 15 1.711 [1.063, 2.408] original 5 12 0.5912 [0.4194, 0.8359] original 6 14 0.8455 [0.6029, 1.132] original 7 16 0.728 [0.5583, 0.906] original 8 16 0.699 [0.4482, 1.005] original 9 9 0.6666 [0.2742, 1.151] grayscale 0 6 0.7412 [0.5762, 0.8941] grayscale 1 14 0.5886 [0.4513, 0.7346] grayscale 2 12 1.928 [1.101, 2.832] grayscale 3 14 1.609 [1.13, 2.165] grayscale 4 15 1.952 [1.08, 2.989] grayscale 5 12 0.8209 [0.617, 1.112] grayscale 6 14 1.502 [0.7783, 2.746] grayscale 7 16 0.9369 [0.7332, 1.191] grayscale 8 16 0.8123 [0.5363, 1.136] grayscale 9 9 0.9616 [0.5161, 1.432] blur 0 6 0.4338 [0.3054, 0.5955] blur 1 14 0.4941 [0.3346, 0.7204] blur 2 12 1.279 [0.6036, 2.081] blur 3 14 1.052 [0.6702, 1.463] blur 4 15 1.223 [0.6598, 1.863] blur 5 12 0.6455 [0.4406, 0.8496] blur 6 14 0.9229 [0.6469, 1.26] blur 7 16 0.9375 [0.6922, 1.217] blur 8 16 0.716 [0.449, 1.077] blur 9 9 0.7285 [0.2332, 1.336]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
grayscale_b8: 2 directions (closed, collective gate failed) Closure pass fraction 0.83; mean cos² 0.941; collective excess / null edge 0.67. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 5. Independent eval error: 0.007375817745923996.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 23.3; the scale is fixed across this block's panels.
+original: mean image activity 2.084 [1.859, 2.344]
+
high · ID 565 · label 0
+
high · ID 1248 · label 4
+
high · ID 414 · label 0
+
high · ID 3182 · label 6
+
low · ID 994 · label 3
+
low · ID 2999 · label 8
+
low · ID 1604 · label 9
+
low · ID 1351 · label 4
+
grayscale: mean image activity 2.066 [1.848, 2.32]
+
high · ID 565 · label 0
+
high · ID 1248 · label 4
+
high · ID 414 · label 0
+
high · ID 3182 · label 6
+
low · ID 994 · label 3
+
low · ID 2999 · label 8
+
low · ID 1604 · label 9
+
low · ID 1351 · label 4
+
blur: mean image activity 1.738 [1.524, 1.994]
+
high · ID 565 · label 0
+
high · ID 1248 · label 4
+
high · ID 414 · label 0
+
high · ID 3182 · label 6
+
low · ID 994 · label 3
+
low · ID 2999 · label 8
+
low · ID 1604 · label 9
+
low · ID 1351 · label 4
+
Paired activity changes
+grayscale minus original: -0.01886 [-0.1468, 0.09722]
+blur minus original: -0.3464 [-0.616, -0.07044]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.988 [2.722, 8.5] original 1 14 1.64 [1.389, 1.886] original 2 12 1.398 [1.177, 1.638] original 3 14 1.724 [1.299, 2.197] original 4 15 2.651 [2.031, 3.549] original 5 12 1.706 [1.417, 2.02] original 6 14 2.608 [2.144, 3.217] original 7 16 2.02 [1.652, 2.505] original 8 16 1.804 [1.282, 2.409] original 9 9 1.675 [1.176, 2.234] grayscale 0 6 4.31 [2.393, 6.693] grayscale 1 14 1.424 [1.205, 1.642] grayscale 2 12 1.423 [1.079, 1.774] grayscale 3 14 1.849 [1.441, 2.334] grayscale 4 15 2.945 [2.101, 4.247] grayscale 5 12 1.866 [1.533, 2.205] grayscale 6 14 2.395 [1.945, 2.901] grayscale 7 16 1.994 [1.624, 2.459] grayscale 8 16 1.581 [1.19, 2.038] grayscale 9 9 2.039 [1.454, 2.524] blur 0 6 4.634 [2.337, 6.752] blur 1 14 2.247 [1.222, 3.782] blur 2 12 1.104 [0.884, 1.363] blur 3 14 1.543 [1.22, 1.914] blur 4 15 1.908 [1.541, 2.328] blur 5 12 1.441 [1.188, 1.747] blur 6 14 1.672 [1.443, 1.908] blur 7 16 1.494 [1.231, 1.767] blur 8 16 1.188 [0.9036, 1.508] blur 9 9 1.792 [1.087, 2.676]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
grayscale_b0: 2 directions (closed, collective gate failed) Closure pass fraction 0.92; mean cos² 0.958; collective excess / null edge 0.04. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 2. Independent eval error: 6.585768278455362e-05.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 6.48; the scale is fixed across this block's panels.
+original: mean image activity 1.216 [0.7738, 1.748]
+
high · ID 1129 · label 3
+
high · ID 3823 · label 5
+
high · ID 3144 · label 6
+
high · ID 2460 · label 1
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 1393 · label 4
+
low · ID 2750 · label 8
+
grayscale: mean image activity 1.152 [0.6751, 1.796]
+
high · ID 1129 · label 3
+
high · ID 3823 · label 5
+
high · ID 3144 · label 6
+
high · ID 2460 · label 1
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 1393 · label 4
+
low · ID 2750 · label 8
+
blur: mean image activity 3.205 [1.853, 4.915]
+
high · ID 1129 · label 3
+
high · ID 3823 · label 5
+
high · ID 3144 · label 6
+
high · ID 2460 · label 1
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 1393 · label 4
+
low · ID 2750 · label 8
+
Paired activity changes
+grayscale minus original: -0.06407 [-0.5123, 0.4831]
+blur minus original: 1.989 [0.5999, 3.803]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.2436 [0.124, 0.3796] original 1 14 0.7788 [0.05914, 2.178] original 2 12 0.2681 [0.1562, 0.3979] original 3 14 4.482 [2.236, 7.365] original 4 15 0.4254 [0.1479, 0.7399] original 5 12 2.379 [0.5646, 5.033] original 6 14 2.002 [0.7272, 3.463] original 7 16 0.6591 [0.3023, 1.09] original 8 16 0.0442 [0.01269, 0.09221] original 9 9 0.342 [0.1033, 0.7847] grayscale 0 6 1.27 [0.1971, 3.03] grayscale 1 14 0.9078 [0.1752, 2.045] grayscale 2 12 0.2115 [0.1358, 0.2856] grayscale 3 14 3.493 [1.93, 5.578] grayscale 4 15 0.4332 [0.1323, 0.8068] grayscale 5 12 0.6862 [0.3549, 1.092] grayscale 6 14 3.231 [0.6163, 7.503] grayscale 7 16 0.8018 [0.3668, 1.307] grayscale 8 16 0.03742 [0.01315, 0.07077] grayscale 9 9 0.2513 [0.1478, 0.3655] blur 0 6 0.3345 [0.1715, 0.5008] blur 1 14 0.5524 [0.1395, 1.16] blur 2 12 7.249 [2.136, 13.43] blur 3 14 2.864 [0.8317, 5.906] blur 4 15 5.705 [0.3918, 13.11] blur 5 12 1.601 [0.301, 3.409] blur 6 14 6.81 [0.673, 17.73] blur 7 16 3.699 [0.3764, 7.75] blur 8 16 0.4291 [0.03977, 1.046] blur 9 9 0.8072 [0.3218, 1.269]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
blur_b3: 3 directions (qualified) Closure pass fraction 0.83; mean cos² 0.967; collective excess / null edge 6.77. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: not reached. Independent eval error: None.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 31.7; the scale is fixed across this block's panels.
+original: mean image activity 2.884 [2.64, 3.135]
+
high · ID 504 · label 0
+
high · ID 162 · label 2
+
high · ID 1159 · label 4
+
high · ID 653 · label 0
+
low · ID 2210 · label 7
+
low · ID 3765 · label 5
+
low · ID 2402 · label 1
+
low · ID 3078 · label 8
+
grayscale: mean image activity 3.118 [2.866, 3.386]
+
high · ID 504 · label 0
+
high · ID 162 · label 2
+
high · ID 1159 · label 4
+
high · ID 653 · label 0
+
low · ID 2210 · label 7
+
low · ID 3765 · label 5
+
low · ID 2402 · label 1
+
low · ID 3078 · label 8
+
blur: mean image activity 3.565 [3.248, 3.908]
+
high · ID 504 · label 0
+
high · ID 162 · label 2
+
high · ID 1159 · label 4
+
high · ID 653 · label 0
+
low · ID 2210 · label 7
+
low · ID 3765 · label 5
+
low · ID 2402 · label 1
+
low · ID 3078 · label 8
+
Paired activity changes
+grayscale minus original: 0.2341 [0.08504, 0.386]
+blur minus original: 0.6811 [0.4481, 0.9087]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 5.796 [4.357, 7.49] original 1 14 1.706 [1.456, 1.959] original 2 12 4.237 [3.345, 5.218] original 3 14 3.205 [2.686, 3.711] original 4 15 3.574 [2.926, 4.239] original 5 12 1.875 [1.481, 2.39] original 6 14 2.086 [1.826, 2.38] original 7 16 2.149 [1.857, 2.453] original 8 16 3.102 [2.442, 3.809] original 9 9 2.827 [1.946, 3.747] grayscale 0 6 5.405 [4.054, 6.769] grayscale 1 14 1.862 [1.569, 2.207] grayscale 2 12 4.136 [3.287, 5.097] grayscale 3 14 3.696 [3.003, 4.39] grayscale 4 15 3.82 [2.997, 4.786] grayscale 5 12 2.106 [1.724, 2.603] grayscale 6 14 2.841 [2.123, 4.044] grayscale 7 16 2.417 [2.131, 2.693] grayscale 8 16 2.982 [2.452, 3.635] grayscale 9 9 3.393 [2.497, 4.171] blur 0 6 6.625 [4.287, 8.86] blur 1 14 2.85 [2.377, 3.358] blur 2 12 5.386 [3.63, 7.702] blur 3 14 3.291 [2.912, 3.694] blur 4 15 3.792 [2.979, 4.624] blur 5 12 2.646 [2.238, 3.12] blur 6 14 2.782 [2.457, 3.092] blur 7 16 3.212 [2.903, 3.598] blur 8 16 3.841 [3.136, 4.627] blur 9 9 2.843 [1.962, 3.894]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
blur_b0: 1 directions (closed, collective gate failed) Closure pass fraction 1.00; mean cos² 1.000; collective excess / null edge 0.03. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 1. Independent eval error: 4.241408078087261e-06.
+Top 4 and bottom 4 images ranked on original activity only. Other rows show the same source images. Orange saturates at pooled patch-energy p99 = 5.73; the scale is fixed across this block's panels.
+original: mean image activity 0.9362 [0.6037, 1.338]
+
high · ID 3823 · label 5
+
high · ID 3144 · label 6
+
high · ID 2460 · label 1
+
high · ID 843 · label 3
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 1393 · label 4
+
low · ID 3112 · label 8
+
grayscale: mean image activity 0.9482 [0.5772, 1.519]
+
high · ID 3823 · label 5
+
high · ID 3144 · label 6
+
high · ID 2460 · label 1
+
high · ID 843 · label 3
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 1393 · label 4
+
low · ID 3112 · label 8
+
blur: mean image activity 3.155 [1.802, 4.882]
+
high · ID 3823 · label 5
+
high · ID 3144 · label 6
+
high · ID 2460 · label 1
+
high · ID 843 · label 3
+
low · ID 2878 · label 8
+
low · ID 2847 · label 8
+
low · ID 1393 · label 4
+
low · ID 3112 · label 8
+
Paired activity changes
+grayscale minus original: 0.01201 [-0.4367, 0.5465]
+blur minus original: 2.219 [0.8529, 4.009]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.1437 [0.05334, 0.2521] original 1 14 0.7741 [0.05427, 2.173] original 2 12 0.2627 [0.1515, 0.3931] original 3 14 2.015 [0.9224, 3.466] original 4 15 0.4111 [0.1299, 0.7263] original 5 12 2.372 [0.5575, 5.03] original 6 14 1.997 [0.7188, 3.458] original 7 16 0.654 [0.2987, 1.085] original 8 16 0.04198 [0.01166, 0.08769] original 9 9 0.3383 [0.09999, 0.7822] grayscale 0 6 1.197 [0.1262, 2.975] grayscale 1 14 0.8984 [0.1661, 2.035] grayscale 2 12 0.2065 [0.1305, 0.2814] grayscale 3 14 1.719 [0.913, 2.735] grayscale 4 15 0.4215 [0.1125, 0.7982] grayscale 5 12 0.6725 [0.3423, 1.085] grayscale 6 14 3.223 [0.6061, 7.498] grayscale 7 16 0.7972 [0.3607, 1.303] grayscale 8 16 0.03605 [0.01201, 0.06897] grayscale 9 9 0.2458 [0.1425, 0.3611] blur 0 6 0.2644 [0.13, 0.4238] blur 1 14 0.5484 [0.1331, 1.158] blur 2 12 7.244 [2.13, 13.43] blur 3 14 2.479 [0.4795, 5.384] blur 4 15 5.697 [0.3875, 13.11] blur 5 12 1.595 [0.2986, 3.399] blur 6 14 6.802 [0.6667, 17.72] blur 7 16 3.693 [0.369, 7.738] blur 8 16 0.4268 [0.03808, 1.043] blur 9 9 0.8015 [0.3157, 1.264]
Frozen block-write removal on independent causal images Patch tokens only. Random coefficient writes match source-fit write energy. Output sensitivity does not by itself demonstrate class-specific computation or task impairment.
Domain Write Dose Metric Effect [95% CI] original block 0.0 relative squared CLS displacement 0 [0, 0] original block 0.5 relative squared CLS displacement 0 [0, 0] original block 1.0 relative squared CLS displacement 0 [0, 0] original random0 1.0 relative squared CLS displacement 0 [0, 0] original random1 1.0 relative squared CLS displacement 0 [0, 0] original random2 1.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.0 relative squared CLS displacement 0 [0, 0] grayscale block 0.5 relative squared CLS displacement 0 [0, 0] grayscale block 1.0 relative squared CLS displacement 0 [0, 0] grayscale random0 1.0 relative squared CLS displacement 0 [0, 0] grayscale random1 1.0 relative squared CLS displacement 0 [0, 0] grayscale random2 1.0 relative squared CLS displacement 0 [0, 0] blur block 0.0 relative squared CLS displacement 0 [0, 0] blur block 0.5 relative squared CLS displacement 0 [0, 0] blur block 1.0 relative squared CLS displacement 0 [0, 0] blur random0 1.0 relative squared CLS displacement 0 [0, 0] blur random1 1.0 relative squared CLS displacement 0 [0, 0] blur random2 1.0 relative squared CLS displacement 0 [0, 0]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b7/grayscale_b3 0.019 0.006 / 0.019 original_b7/grayscale_b8 0.999, 0.998 0.666 / 0.999 original_b7/grayscale_b0 0.000, 0.000 0.000 / 0.000 original_b7/blur_b3 0.677, 0.007, 0.000 0.228 / 0.228 original_b7/blur_b0 0.000 0.000 / 0.000 original_b5/grayscale_b3 0.990 0.990 / 0.990 original_b5/grayscale_b8 0.001 0.001 / 0.000 original_b5/grayscale_b0 0.000 0.000 / 0.000 original_b5/blur_b3 0.984 0.984 / 0.328 original_b5/blur_b0 0.000 0.000 / 0.000 original_b0/grayscale_b3 0.000 0.000 / 0.000 original_b0/grayscale_b8 0.000, 0.000 0.000 / 0.000 original_b0/grayscale_b0 1.000, 1.000 0.500 / 1.000 original_b0/blur_b3 0.011, 0.000, 0.000 0.003 / 0.004 original_b0/blur_b0 1.000 0.250 / 1.000 grayscale_b3/blur_b3 0.984 0.984 / 0.328 grayscale_b3/blur_b0 0.000 0.000 / 0.000 grayscale_b8/blur_b3 0.010, 0.004 0.007 / 0.005 grayscale_b8/blur_b0 0.000 0.000 / 0.000 grayscale_b0/blur_b3 0.010, 0.000 0.005 / 0.003 grayscale_b0/blur_b0 1.000 0.500 / 1.000
