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 3 512 / 100352 1.16e-05 / 1.69e-05 grayscale 1 / 1 4 512 / 100352 5.95e-06 / 1.75e-05 blur 2 / 2 8 512 / 100352 1.06e-05 / 1.25e-05
+original_b0: 2 directions (qualified) Closure pass fraction 0.92; mean cos² 0.959; collective excess / null edge 113.94. 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 = 23.4; the scale is fixed across this block's panels.
+original: mean image activity 3.199 [2.887, 3.53]
+
high · ID 1159 · label 4
+
high · ID 38 · label 2
+
high · ID 2070 · label 7
+
high · ID 2795 · label 8
+
low · ID 994 · label 3
+
low · ID 1679 · label 9
+
low · ID 615 · label 0
+
low · ID 2847 · label 8
+
grayscale: mean image activity 3.332 [3.001, 3.667]
+
high · ID 1159 · label 4
+
high · ID 38 · label 2
+
high · ID 2070 · label 7
+
high · ID 2795 · label 8
+
low · ID 994 · label 3
+
low · ID 1679 · label 9
+
low · ID 615 · label 0
+
low · ID 2847 · label 8
+
blur: mean image activity 0.4024 [0.3899, 0.4156]
+
high · ID 1159 · label 4
+
high · ID 38 · label 2
+
high · ID 2070 · label 7
+
high · ID 2795 · label 8
+
low · ID 994 · label 3
+
low · ID 1679 · label 9
+
low · ID 615 · label 0
+
low · ID 2847 · label 8
+
Paired activity changes
+grayscale minus original: 0.1329 [0.0942, 0.1703]
+blur minus original: -2.796 [-3.12, -2.483]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.152 [1.41, 2.936] original 1 14 2.11 [1.668, 2.61] original 2 12 3.983 [2.789, 5.24] original 3 14 3.095 [2.428, 3.877] original 4 15 3.765 [2.829, 5.054] original 5 12 3.278 [2.496, 4.303] original 6 14 4.083 [3.371, 4.939] original 7 16 4.358 [3.326, 5.392] original 8 16 2.272 [1.436, 3.24] original 9 9 1.865 [1.065, 2.72] grayscale 0 6 2.254 [1.469, 3.126] grayscale 1 14 2.223 [1.76, 2.769] grayscale 2 12 4.174 [2.936, 5.462] grayscale 3 14 3.209 [2.496, 4.001] grayscale 4 15 3.85 [2.937, 5.131] grayscale 5 12 3.445 [2.641, 4.483] grayscale 6 14 4.346 [3.554, 5.293] grayscale 7 16 4.601 [3.553, 5.667] grayscale 8 16 2.275 [1.494, 3.215] grayscale 9 9 1.872 [1.098, 2.751] blur 0 6 0.3724 [0.324, 0.4231] blur 1 14 0.3849 [0.3512, 0.4221] blur 2 12 0.4426 [0.3821, 0.5309] blur 3 14 0.3923 [0.3652, 0.424] blur 4 15 0.4143 [0.3953, 0.434] blur 5 12 0.3561 [0.3263, 0.3885] blur 6 14 0.3802 [0.3586, 0.4004] blur 7 16 0.3861 [0.3651, 0.4088] blur 8 16 0.4188 [0.3828, 0.4525] blur 9 9 0.4876 [0.4344, 0.5471]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.07145 [0.03705, 0.1103] original block 1.0 KL(clean || intervened) 0.3038 [0.1745, 0.472] original random0 1.0 KL(clean || intervened) 0.04357 [0.02691, 0.063] original random1 1.0 KL(clean || intervened) 0.06235 [0.03538, 0.09396] original random2 1.0 KL(clean || intervened) 0.04944 [0.02213, 0.09262] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.09758 [0.0666, 0.1348] grayscale block 1.0 KL(clean || intervened) 0.3936 [0.2905, 0.4992] grayscale random0 1.0 KL(clean || intervened) 0.1102 [0.07121, 0.1533] grayscale random1 1.0 KL(clean || intervened) 0.1432 [0.09828, 0.1924] grayscale random2 1.0 KL(clean || intervened) 0.1614 [0.099, 0.2532] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.03959 [0.02984, 0.05037] blur block 1.0 KL(clean || intervened) 0.2472 [0.1819, 0.3154] blur random0 1.0 KL(clean || intervened) 0.1019 [0.07631, 0.1383] blur random1 1.0 KL(clean || intervened) 0.08774 [0.0659, 0.112] blur random2 1.0 KL(clean || intervened) 0.08458 [0.06355, 0.1075]
original_b34: 1 directions (qualified) Closure pass fraction 0.83; mean cos² 0.909; collective excess / null edge 72.38. 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 = 8.02; the scale is fixed across this block's panels.
+original: mean image activity 1.336 [1.275, 1.394]
+
high · ID 3810 · label 5
+
high · ID 3904 · label 5
+
high · ID 1029 · label 3
+
high · ID 1002 · label 3
+
low · ID 2210 · label 7
+
low · ID 2847 · label 8
+
low · ID 615 · label 0
+
low · ID 1679 · label 9
+
grayscale: mean image activity 1.249 [1.195, 1.307]
+
high · ID 3810 · label 5
+
high · ID 3904 · label 5
+
high · ID 1029 · label 3
+
high · ID 1002 · label 3
+
low · ID 2210 · label 7
+
low · ID 2847 · label 8
+
low · ID 615 · label 0
+
low · ID 1679 · label 9
+
blur: mean image activity 0.5503 [0.5348, 0.5645]
+
high · ID 3810 · label 5
+
high · ID 3904 · label 5
+
high · ID 1029 · label 3
+
high · ID 1002 · label 3
+
low · ID 2210 · label 7
+
low · ID 2847 · label 8
+
low · ID 615 · label 0
+
low · ID 1679 · label 9
+
Paired activity changes
+grayscale minus original: -0.08651 [-0.1044, -0.07067]
+blur minus original: -0.7853 [-0.8449, -0.7276]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.245 [0.9867, 1.432] original 1 14 1.196 [1.058, 1.336] original 2 12 1.359 [1.266, 1.453] original 3 14 1.557 [1.419, 1.714] original 4 15 1.336 [1.158, 1.519] original 5 12 1.551 [1.362, 1.77] original 6 14 1.567 [1.441, 1.69] original 7 16 1.354 [1.178, 1.511] original 8 16 1.037 [0.903, 1.165] original 9 9 1.089 [0.912, 1.251] grayscale 0 6 1.145 [0.919, 1.327] grayscale 1 14 1.112 [0.9886, 1.238] grayscale 2 12 1.304 [1.234, 1.382] grayscale 3 14 1.464 [1.305, 1.629] grayscale 4 15 1.291 [1.132, 1.453] grayscale 5 12 1.43 [1.259, 1.622] grayscale 6 14 1.443 [1.295, 1.588] grayscale 7 16 1.289 [1.108, 1.446] grayscale 8 16 0.9378 [0.8196, 1.06] grayscale 9 9 0.9929 [0.839, 1.147] blur 0 6 0.5264 [0.4829, 0.5612] blur 1 14 0.5357 [0.5027, 0.5704] blur 2 12 0.5971 [0.5515, 0.6489] blur 3 14 0.6135 [0.5708, 0.661] blur 4 15 0.5147 [0.4837, 0.5479] blur 5 12 0.5333 [0.4947, 0.5752] blur 6 14 0.5648 [0.5181, 0.6063] blur 7 16 0.5151 [0.4746, 0.5545] blur 8 16 0.545 [0.5, 0.5843] blur 9 9 0.5599 [0.5024, 0.6206]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0002882 [0.0001659, 0.0004133] original block 1.0 KL(clean || intervened) 0.001172 [0.0006811, 0.001681] original random0 1.0 KL(clean || intervened) 0.001064 [0.0005447, 0.001652] original random1 1.0 KL(clean || intervened) 0.001614 [0.0007898, 0.002513] original random2 1.0 KL(clean || intervened) 0.001391 [0.0006668, 0.002379] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0008935 [0.0005236, 0.00137] grayscale block 1.0 KL(clean || intervened) 0.003718 [0.002063, 0.005761] grayscale random0 1.0 KL(clean || intervened) 0.003234 [0.00202, 0.004626] grayscale random1 1.0 KL(clean || intervened) 0.003451 [0.002287, 0.004835] grayscale random2 1.0 KL(clean || intervened) 0.002277 [0.001447, 0.00319] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.0004878 [0.0003677, 0.0006302] blur block 1.0 KL(clean || intervened) 0.001947 [0.001463, 0.002528] blur random0 1.0 KL(clean || intervened) 0.00293 [0.001994, 0.004344] blur random1 1.0 KL(clean || intervened) 0.002049 [0.00153, 0.002598] blur random2 1.0 KL(clean || intervened) 0.002397 [0.001797, 0.003049]
grayscale_b0: 4 directions (qualified) Closure pass fraction 1.00; mean cos² 0.963; collective excess / null edge 103.85. 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 = 50.3; the scale is fixed across this block's panels.
+original: mean image activity 6.169 [5.517, 6.822]
+
high · ID 1159 · label 4
+
high · ID 1064 · label 3
+
high · ID 1986 · label 7
+
high · ID 2045 · label 7
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 615 · label 0
+
low · ID 2847 · label 8
+
grayscale: mean image activity 6.544 [5.865, 7.179]
+
high · ID 1159 · label 4
+
high · ID 1064 · label 3
+
high · ID 1986 · label 7
+
high · ID 2045 · label 7
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 615 · label 0
+
low · ID 2847 · label 8
+
blur: mean image activity 0.6808 [0.6528, 0.7139]
+
high · ID 1159 · label 4
+
high · ID 1064 · label 3
+
high · ID 1986 · label 7
+
high · ID 2045 · label 7
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 615 · label 0
+
low · ID 2847 · label 8
+
Paired activity changes
+grayscale minus original: 0.3749 [0.2935, 0.4554]
+blur minus original: -5.489 [-6.147, -4.835]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 3.843 [2.552, 5.034] original 1 14 4.161 [3.302, 5.088] original 2 12 8.101 [5.864, 10.3] original 3 14 6.591 [4.961, 8.836] original 4 15 7.082 [5.497, 9.133] original 5 12 6.108 [4.581, 8.176] original 6 14 7.47 [6.206, 8.99] original 7 16 8.49 [6.428, 10.59] original 8 16 4.187 [2.67, 5.886] original 9 9 3.548 [2.078, 5.074] grayscale 0 6 4.156 [2.706, 5.551] grayscale 1 14 4.526 [3.579, 5.54] grayscale 2 12 8.544 [6.219, 10.81] grayscale 3 14 6.981 [5.282, 9.231] grayscale 4 15 7.357 [5.759, 9.486] grayscale 5 12 6.625 [4.97, 8.821] grayscale 6 14 8.123 [6.754, 9.785] grayscale 7 16 9.057 [6.844, 11.28] grayscale 8 16 4.234 [2.787, 5.761] grayscale 9 9 3.654 [2.168, 5.221] blur 0 6 0.6167 [0.5364, 0.6969] blur 1 14 0.6387 [0.5808, 0.7001] blur 2 12 0.7619 [0.637, 0.9603] blur 3 14 0.7365 [0.6172, 0.9148] blur 4 15 0.687 [0.6465, 0.7299] blur 5 12 0.6021 [0.5373, 0.6786] blur 6 14 0.6303 [0.5945, 0.6646] blur 7 16 0.6504 [0.619, 0.686] blur 8 16 0.6972 [0.6266, 0.7682] blur 9 9 0.7918 [0.7059, 0.887]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.05749 [0.02925, 0.08943] original block 1.0 KL(clean || intervened) 0.2696 [0.1482, 0.4268] original random0 1.0 KL(clean || intervened) 0.04499 [0.0278, 0.0649] original random1 1.0 KL(clean || intervened) 0.06076 [0.03473, 0.09154] original random2 1.0 KL(clean || intervened) 0.04963 [0.02224, 0.09293] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.08036 [0.05404, 0.1114] grayscale block 1.0 KL(clean || intervened) 0.3177 [0.2346, 0.4045] grayscale random0 1.0 KL(clean || intervened) 0.1128 [0.07302, 0.1568] grayscale random1 1.0 KL(clean || intervened) 0.1396 [0.09587, 0.1874] grayscale random2 1.0 KL(clean || intervened) 0.1622 [0.09946, 0.2545] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.03012 [0.02305, 0.03796] blur block 1.0 KL(clean || intervened) 0.2013 [0.146, 0.259] blur random0 1.0 KL(clean || intervened) 0.1042 [0.0781, 0.1413] blur random1 1.0 KL(clean || intervened) 0.08542 [0.06427, 0.109] blur random2 1.0 KL(clean || intervened) 0.08491 [0.06379, 0.1079]
blur_b7: 2 directions (qualified) Closure pass fraction 0.92; mean cos² 0.954; collective excess / null edge 63.89. 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 = 16.7; the scale is fixed across this block's panels.
+original: mean image activity 1.689 [1.618, 1.768]
+
high · ID 1814 · label 9
+
high · ID 2792 · label 8
+
high · ID 162 · label 2
+
high · ID 615 · label 0
+
low · ID 2364 · label 1
+
low · ID 1950 · label 7
+
low · ID 2279 · label 7
+
low · ID 2402 · label 1
+
grayscale: mean image activity 1.711 [1.633, 1.794]
+
high · ID 1814 · label 9
+
high · ID 2792 · label 8
+
high · ID 162 · label 2
+
high · ID 615 · label 0
+
low · ID 2364 · label 1
+
low · ID 1950 · label 7
+
low · ID 2279 · label 7
+
low · ID 2402 · label 1
+
blur: mean image activity 2.896 [2.772, 3.023]
+
high · ID 1814 · label 9
+
high · ID 2792 · label 8
+
high · ID 162 · label 2
+
high · ID 615 · label 0
+
low · ID 2364 · label 1
+
low · ID 1950 · label 7
+
low · ID 2279 · label 7
+
low · ID 2402 · label 1
+
Paired activity changes
+grayscale minus original: 0.0223 [0.0001654, 0.04376]
+blur minus original: 1.207 [1.114, 1.306]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.702 [1.311, 2.261] original 1 14 1.494 [1.344, 1.652] original 2 12 2.086 [1.834, 2.388] original 3 14 1.673 [1.519, 1.829] original 4 15 1.633 [1.49, 1.803] original 5 12 1.454 [1.385, 1.526] original 6 14 1.602 [1.504, 1.715] original 7 16 1.581 [1.404, 1.781] original 8 16 1.924 [1.693, 2.171] original 9 9 1.791 [1.503, 2.215] grayscale 0 6 1.759 [1.321, 2.37] grayscale 1 14 1.487 [1.333, 1.636] grayscale 2 12 2.141 [1.887, 2.424] grayscale 3 14 1.693 [1.542, 1.849] grayscale 4 15 1.662 [1.499, 1.849] grayscale 5 12 1.53 [1.425, 1.647] grayscale 6 14 1.595 [1.518, 1.691] grayscale 7 16 1.588 [1.39, 1.784] grayscale 8 16 1.965 [1.678, 2.279] grayscale 9 9 1.751 [1.451, 2.146] blur 0 6 3.005 [2.697, 3.406] blur 1 14 2.829 [2.552, 3.11] blur 2 12 3.589 [3.046, 4.147] blur 3 14 2.898 [2.524, 3.328] blur 4 15 2.814 [2.538, 3.102] blur 5 12 2.506 [2.324, 2.681] blur 6 14 2.704 [2.51, 2.907] blur 7 16 2.627 [2.429, 2.841] blur 8 16 3.353 [3.026, 3.751] blur 9 9 2.622 [2.099, 3.214]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.00423 [0.002532, 0.006224] original block 1.0 KL(clean || intervened) 0.05556 [0.03168, 0.07941] original random0 1.0 KL(clean || intervened) 0.03217 [0.01976, 0.04633] original random1 1.0 KL(clean || intervened) 0.04915 [0.02796, 0.07387] original random2 1.0 KL(clean || intervened) 0.03925 [0.01627, 0.07568] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0159 [0.007256, 0.02801] grayscale block 1.0 KL(clean || intervened) 0.1775 [0.1138, 0.2469] grayscale random0 1.0 KL(clean || intervened) 0.08761 [0.05557, 0.1224] grayscale random1 1.0 KL(clean || intervened) 0.1136 [0.07702, 0.1521] grayscale random2 1.0 KL(clean || intervened) 0.1185 [0.07263, 0.1829] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.04851 [0.02998, 0.07772] blur block 1.0 KL(clean || intervened) 0.8047 [0.6294, 1.001] blur random0 1.0 KL(clean || intervened) 0.08084 [0.05944, 0.1116] blur random1 1.0 KL(clean || intervened) 0.06937 [0.05235, 0.08796] blur random2 1.0 KL(clean || intervened) 0.06693 [0.05009, 0.08514]
blur_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.982; collective excess / null edge 62.62. 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 = 52.8; the scale is fixed across this block's panels.
+original: mean image activity 3.319 [3.028, 3.61]
+
high · ID 3182 · label 6
+
high · ID 1410 · label 4
+
high · ID 1814 · label 9
+
high · ID 2959 · label 8
+
low · ID 3051 · label 8
+
low · ID 1950 · label 7
+
low · ID 2324 · label 7
+
low · ID 2494 · label 1
+
grayscale: mean image activity 2.738 [2.542, 2.97]
+
high · ID 3182 · label 6
+
high · ID 1410 · label 4
+
high · ID 1814 · label 9
+
high · ID 2959 · label 8
+
low · ID 3051 · label 8
+
low · ID 1950 · label 7
+
low · ID 2324 · label 7
+
low · ID 2494 · label 1
+
blur: mean image activity 11.4 [10.56, 12.25]
+
high · ID 3182 · label 6
+
high · ID 1410 · label 4
+
high · ID 1814 · label 9
+
high · ID 2959 · label 8
+
low · ID 3051 · label 8
+
low · ID 1950 · label 7
+
low · ID 2324 · label 7
+
low · ID 2494 · label 1
+
Paired activity changes
+grayscale minus original: -0.5811 [-0.8328, -0.3618]
+blur minus original: 8.08 [7.392, 8.819]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.755 [2.078, 3.636] original 1 14 2.526 [2.077, 2.982] original 2 12 3.972 [3.236, 4.743] original 3 14 2.584 [2.162, 3.101] original 4 15 3.705 [2.777, 4.861] original 5 12 2.867 [2.479, 3.279] original 6 14 3.63 [2.674, 5.086] original 7 16 3.223 [2.573, 4.044] original 8 16 3.979 [3.187, 4.782] original 9 9 3.67 [2.499, 4.978] grayscale 0 6 2.511 [1.834, 3.52] grayscale 1 14 2.104 [1.82, 2.418] grayscale 2 12 3.544 [3.062, 4.123] grayscale 3 14 2.204 [1.882, 2.567] grayscale 4 15 2.821 [2.24, 3.518] grayscale 5 12 2.322 [2.057, 2.614] grayscale 6 14 2.615 [2.27, 3.146] grayscale 7 16 2.822 [2.185, 3.69] grayscale 8 16 3.37 [2.662, 4.113] grayscale 9 9 2.958 [2.037, 4.13] blur 0 6 11.96 [9.504, 14.65] blur 1 14 9.05 [7.8, 10.5] blur 2 12 12 [9.908, 14.29] blur 3 14 10.99 [9.704, 12.42] blur 4 15 11.78 [9.599, 14.24] blur 5 12 12.48 [9.185, 17.2] blur 6 14 12.12 [10.03, 14.39] blur 7 16 12.63 [10.44, 14.87] blur 8 16 11.69 [10.11, 13.46] blur 9 9 8.625 [5.191, 12.85]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.002555 [0.001324, 0.004019] original block 1.0 KL(clean || intervened) 0.01218 [0.006566, 0.0189] original random0 1.0 KL(clean || intervened) 0.04959 [0.03069, 0.07173] original random1 1.0 KL(clean || intervened) 0.07284 [0.04133, 0.1122] original random2 1.0 KL(clean || intervened) 0.05468 [0.0253, 0.1008] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.004559 [0.002932, 0.006344] grayscale block 1.0 KL(clean || intervened) 0.01931 [0.01299, 0.02611] grayscale random0 1.0 KL(clean || intervened) 0.121 [0.07835, 0.1666] grayscale random1 1.0 KL(clean || intervened) 0.1654 [0.1138, 0.2237] grayscale random2 1.0 KL(clean || intervened) 0.1814 [0.1118, 0.2825] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.07868 [0.0398, 0.1365] blur block 1.0 KL(clean || intervened) 0.394 [0.2736, 0.5497] blur random0 1.0 KL(clean || intervened) 0.1119 [0.08403, 0.1508] blur random1 1.0 KL(clean || intervened) 0.1022 [0.0765, 0.1306] blur random2 1.0 KL(clean || intervened) 0.09346 [0.06981, 0.119]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.996, 0.992 0.994 / 0.497 original_b0/blur_b7 0.001, 0.000 0.000 / 0.000 original_b0/blur_b0 0.006, 0.004 0.005 / 0.002 original_b34/grayscale_b0 0.000 0.000 / 0.000 original_b34/blur_b7 0.064 0.064 / 0.032 original_b34/blur_b0 0.000 0.000 / 0.000 grayscale_b0/blur_b7 0.001, 0.000 0.000 / 0.000 grayscale_b0/blur_b0 0.007, 0.005, 0.000, 0.000 0.003 / 0.002
Layer 1 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 2 512 / 100352 6.79e-06 / 1.12e-05 grayscale 1 / 1 4 512 / 100352 5.97e-06 / 1.13e-05 blur 1 / 1 4 512 / 100352 1.36e-05 / 1.86e-05
+original_b0: 2 directions (qualified) Closure pass fraction 1.00; mean cos² 0.989; collective excess / null edge 55.95. 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 = 34.5; the scale is fixed across this block's panels.
+original: mean image activity 2.953 [2.606, 3.278]
+
high · ID 253 · label 2
+
high · ID 1351 · label 4
+
high · ID 1131 · label 4
+
high · ID 1612 · label 9
+
low · ID 994 · label 3
+
low · ID 1679 · label 9
+
low · ID 2210 · label 7
+
low · ID 1308 · label 4
+
grayscale: mean image activity 2.955 [2.613, 3.283]
+
high · ID 253 · label 2
+
high · ID 1351 · label 4
+
high · ID 1131 · label 4
+
high · ID 1612 · label 9
+
low · ID 994 · label 3
+
low · ID 1679 · label 9
+
low · ID 2210 · label 7
+
low · ID 1308 · label 4
+
blur: mean image activity 0.6143 [0.5684, 0.6686]
+
high · ID 253 · label 2
+
high · ID 1351 · label 4
+
high · ID 1131 · label 4
+
high · ID 1612 · label 9
+
low · ID 994 · label 3
+
low · ID 1679 · label 9
+
low · ID 2210 · label 7
+
low · ID 1308 · label 4
+
Paired activity changes
+grayscale minus original: 0.001688 [-0.03708, 0.0386]
+blur minus original: -2.339 [-2.644, -2.022]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.136 [1.741, 2.474] original 1 14 2.213 [1.751, 2.696] original 2 12 4.311 [2.588, 6.354] original 3 14 3.051 [2.317, 3.787] original 4 15 3.42 [1.919, 5.31] original 5 12 3.671 [3.026, 4.426] original 6 14 3.215 [2.582, 3.894] original 7 16 2.789 [2.166, 3.479] original 8 16 2.181 [1.874, 2.459] original 9 9 2.204 [1.039, 4.17] grayscale 0 6 2.117 [1.634, 2.641] grayscale 1 14 2.167 [1.71, 2.65] grayscale 2 12 4.331 [2.632, 6.332] grayscale 3 14 3.185 [2.401, 3.955] grayscale 4 15 3.396 [1.906, 5.168] grayscale 5 12 3.544 [2.892, 4.268] grayscale 6 14 3.291 [2.613, 4.006] grayscale 7 16 2.837 [2.199, 3.536] grayscale 8 16 2.121 [1.835, 2.362] grayscale 9 9 2.19 [0.9915, 4.198] blur 0 6 0.644 [0.4913, 0.93] blur 1 14 0.557 [0.5122, 0.605] blur 2 12 0.6267 [0.5262, 0.7845] blur 3 14 0.6807 [0.5593, 0.853] blur 4 15 0.6781 [0.5068, 0.9476] blur 5 12 0.5482 [0.4811, 0.6271] blur 6 14 0.708 [0.5281, 0.9617] blur 7 16 0.5415 [0.4919, 0.6073] blur 8 16 0.5172 [0.4832, 0.556] blur 9 9 0.7021 [0.5117, 1.04]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0002596 [0.0001292, 0.0004257] original block 1.0 KL(clean || intervened) 0.001164 [0.0005365, 0.002044] original random0 1.0 KL(clean || intervened) 0.0008332 [0.0005211, 0.001222] original random1 1.0 KL(clean || intervened) 0.001261 [0.0005486, 0.00223] original random2 1.0 KL(clean || intervened) 0.00167 [0.0008137, 0.002694] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0009812 [0.0003854, 0.001814] grayscale block 1.0 KL(clean || intervened) 0.00374 [0.001459, 0.006921] grayscale random0 1.0 KL(clean || intervened) 0.002791 [0.001703, 0.004087] grayscale random1 1.0 KL(clean || intervened) 0.001886 [0.001303, 0.002512] grayscale random2 1.0 KL(clean || intervened) 0.002344 [0.001353, 0.00358] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.001046 [0.0007615, 0.001374] blur block 1.0 KL(clean || intervened) 0.004113 [0.002951, 0.005442] blur random0 1.0 KL(clean || intervened) 0.0036 [0.00274, 0.00455] blur random1 1.0 KL(clean || intervened) 0.004225 [0.003351, 0.005101] blur random2 1.0 KL(clean || intervened) 0.003151 [0.002182, 0.004434]
grayscale_b0: 4 directions (qualified) Closure pass fraction 0.92; mean cos² 0.976; collective excess / null edge 47.39. 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 = 43.7; the scale is fixed across this block's panels.
+original: mean image activity 5.343 [4.935, 5.722]
+
high · ID 253 · label 2
+
high · ID 1351 · label 4
+
high · ID 1612 · label 9
+
high · ID 1131 · label 4
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 2959 · label 8
+
low · ID 2210 · label 7
+
grayscale: mean image activity 5.679 [5.253, 6.072]
+
high · ID 253 · label 2
+
high · ID 1351 · label 4
+
high · ID 1612 · label 9
+
high · ID 1131 · label 4
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 2959 · label 8
+
low · ID 2210 · label 7
+
blur: mean image activity 1.621 [1.553, 1.704]
+
high · ID 253 · label 2
+
high · ID 1351 · label 4
+
high · ID 1612 · label 9
+
high · ID 1131 · label 4
+
low · ID 1679 · label 9
+
low · ID 1595 · label 9
+
low · ID 2959 · label 8
+
low · ID 2210 · label 7
+
Paired activity changes
+grayscale minus original: 0.3362 [0.2721, 0.4]
+blur minus original: -3.722 [-4.071, -3.339]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.623 [3.783, 5.411] original 1 14 4.529 [3.914, 5.137] original 2 12 7.064 [5.253, 9.078] original 3 14 5.479 [4.612, 6.221] original 4 15 6.096 [4.473, 8.014] original 5 12 6.097 [5.278, 7.126] original 6 14 5.657 [4.88, 6.486] original 7 16 5.07 [4.239, 5.928] original 8 16 4.403 [3.859, 4.949] original 9 9 3.985 [2.333, 6.528] grayscale 0 6 4.996 [3.953, 6.062] grayscale 1 14 4.997 [4.247, 5.753] grayscale 2 12 7.35 [5.499, 9.415] grayscale 3 14 6.013 [5.071, 6.852] grayscale 4 15 6.235 [4.7, 8.092] grayscale 5 12 6.319 [5.397, 7.39] grayscale 6 14 6.018 [5.152, 6.911] grayscale 7 16 5.494 [4.567, 6.458] grayscale 8 16 4.622 [4.02, 5.221] grayscale 9 9 4.347 [2.552, 7.006] blur 0 6 1.57 [1.313, 1.888] blur 1 14 1.396 [1.272, 1.517] blur 2 12 1.959 [1.779, 2.145] blur 3 14 1.745 [1.513, 2.021] blur 4 15 1.804 [1.633, 2.02] blur 5 12 1.379 [1.257, 1.516] blur 6 14 1.66 [1.44, 1.923] blur 7 16 1.479 [1.356, 1.603] blur 8 16 1.563 [1.373, 1.772] blur 9 9 1.678 [1.353, 2.115]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0005929 [0.0003005, 0.0009979] original block 1.0 KL(clean || intervened) 0.002501 [0.00125, 0.004343] original random0 1.0 KL(clean || intervened) 0.001842 [0.001164, 0.002658] original random1 1.0 KL(clean || intervened) 0.002774 [0.001216, 0.004883] original random2 1.0 KL(clean || intervened) 0.003896 [0.001882, 0.006298] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.00174 [0.001053, 0.002547] grayscale block 1.0 KL(clean || intervened) 0.006516 [0.003878, 0.00951] grayscale random0 1.0 KL(clean || intervened) 0.00614 [0.003802, 0.008843] grayscale random1 1.0 KL(clean || intervened) 0.004417 [0.003079, 0.005859] grayscale random2 1.0 KL(clean || intervened) 0.005463 [0.003161, 0.008173] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.002133 [0.001553, 0.002839] blur block 1.0 KL(clean || intervened) 0.008798 [0.006375, 0.0118] blur random0 1.0 KL(clean || intervened) 0.008162 [0.006124, 0.01038] blur random1 1.0 KL(clean || intervened) 0.009662 [0.007746, 0.0116] blur random2 1.0 KL(clean || intervened) 0.007401 [0.00511, 0.01051]
blur_b0: 4 directions (qualified) Closure pass fraction 1.00; mean cos² 0.987; collective excess / null edge 44.92. 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 = 39.1; the scale is fixed across this block's panels.
+original: mean image activity 0.7335 [0.669, 0.8017]
+
high · ID 3058 · label 8
+
high · ID 994 · label 3
+
high · ID 1679 · label 9
+
high · ID 162 · label 2
+
low · ID 1950 · label 7
+
low · ID 3051 · label 8
+
low · ID 1002 · label 3
+
low · ID 2460 · label 1
+
grayscale: mean image activity 0.6944 [0.6213, 0.7736]
+
high · ID 3058 · label 8
+
high · ID 994 · label 3
+
high · ID 1679 · label 9
+
high · ID 162 · label 2
+
low · ID 1950 · label 7
+
low · ID 3051 · label 8
+
low · ID 1002 · label 3
+
low · ID 2460 · label 1
+
blur: mean image activity 11.3 [10.52, 12.05]
+
high · ID 3058 · label 8
+
high · ID 994 · label 3
+
high · ID 1679 · label 9
+
high · ID 162 · label 2
+
low · ID 1950 · label 7
+
low · ID 3051 · label 8
+
low · ID 1002 · label 3
+
low · ID 2460 · label 1
+
Paired activity changes
+grayscale minus original: -0.0391 [-0.05656, -0.01889]
+blur minus original: 10.56 [9.801, 11.29]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.5653 [0.4646, 0.6815] original 1 14 0.5045 [0.4166, 0.6025] original 2 12 1.029 [0.862, 1.241] original 3 14 0.686 [0.4731, 0.9894] original 4 15 0.6877 [0.6055, 0.7735] original 5 12 0.5683 [0.4908, 0.6471] original 6 14 0.5999 [0.5358, 0.6786] original 7 16 0.6378 [0.53, 0.7431] original 8 16 0.9382 [0.6972, 1.218] original 9 9 1.193 [0.9142, 1.504] grayscale 0 6 0.4907 [0.368, 0.6324] grayscale 1 14 0.4325 [0.3529, 0.5134] grayscale 2 12 1.005 [0.8136, 1.253] grayscale 3 14 0.6488 [0.4255, 0.9605] grayscale 4 15 0.637 [0.5503, 0.7238] grayscale 5 12 0.5117 [0.4167, 0.6066] grayscale 6 14 0.5408 [0.4701, 0.6274] grayscale 7 16 0.569 [0.4642, 0.6695] grayscale 8 16 0.9177 [0.6493, 1.261] grayscale 9 9 1.299 [0.912, 1.749] blur 0 6 13.19 [11.32, 15.65] blur 1 14 10.39 [8.749, 12.19] blur 2 12 15.77 [11.6, 20.16] blur 3 14 11.49 [8.887, 14.74] blur 4 15 11.87 [9.348, 15.23] blur 5 12 10.4 [9.096, 11.82] blur 6 14 10.93 [9.742, 12.07] blur 7 16 10.64 [9.165, 12.08] blur 8 16 11.29 [9.861, 12.98] blur 9 9 7.154 [4.612, 9.93]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0008203 [0.0003801, 0.001367] original block 1.0 KL(clean || intervened) 0.003356 [0.001539, 0.005593] original random0 1.0 KL(clean || intervened) 0.01522 [0.01018, 0.02098] original random1 1.0 KL(clean || intervened) 0.01644 [0.007886, 0.02748] original random2 1.0 KL(clean || intervened) 0.02466 [0.01271, 0.03833] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.001091 [0.0007327, 0.00152] grayscale block 1.0 KL(clean || intervened) 0.004385 [0.002882, 0.006159] grayscale random0 1.0 KL(clean || intervened) 0.03839 [0.02601, 0.05348] grayscale random1 1.0 KL(clean || intervened) 0.03606 [0.02417, 0.04896] grayscale random2 1.0 KL(clean || intervened) 0.03876 [0.02382, 0.05585] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.04966 [0.03759, 0.06241] blur block 1.0 KL(clean || intervened) 0.2332 [0.1797, 0.2975] blur random0 1.0 KL(clean || intervened) 0.06334 [0.04848, 0.08053] blur random1 1.0 KL(clean || intervened) 0.0689 [0.0546, 0.08569] blur random2 1.0 KL(clean || intervened) 0.05443 [0.03865, 0.0743]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.998, 0.993 0.995 / 0.498 original_b0/blur_b0 0.002, 0.000 0.001 / 0.000 grayscale_b0/blur_b0 0.002, 0.000, 0.000, 0.000 0.001 / 0.001
Layer 2 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 2 / 2 4 512 / 100352 9.18e-06 / 1.49e-05 grayscale 2 / 1 4 512 / 100352 1.2e-05 / 1.57e-05 blur 3 / 2 11 512 / 100352 8.71e-06 / 1.21e-05
+original_b0: 2 directions (qualified) Closure pass fraction 1.00; mean cos² 0.982; collective excess / null edge 93.78. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 46. Independent eval error: 0.009439602494239807.
+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 = 31.5; the scale is fixed across this block's panels.
+original: mean image activity 2.027 [1.667, 2.404]
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 2999 · label 8
+
high · ID 0 · label 2
+
low · ID 909 · label 3
+
low · ID 2494 · label 1
+
low · ID 843 · label 3
+
low · ID 3004 · label 8
+
grayscale: mean image activity 2.319 [1.921, 2.731]
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 2999 · label 8
+
high · ID 0 · label 2
+
low · ID 909 · label 3
+
low · ID 2494 · label 1
+
low · ID 843 · label 3
+
low · ID 3004 · label 8
+
blur: mean image activity 1.071 [0.9173, 1.239]
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 2999 · label 8
+
high · ID 0 · label 2
+
low · ID 909 · label 3
+
low · ID 2494 · label 1
+
low · ID 843 · label 3
+
low · ID 3004 · label 8
+
Paired activity changes
+grayscale minus original: 0.2921 [0.1572, 0.4516]
+blur minus original: -0.9558 [-1.203, -0.728]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.8164 [0.6995, 0.9025] original 1 14 0.9755 [0.6524, 1.443] original 2 12 3.238 [1.716, 4.764] original 3 14 2.327 [1.006, 4.219] original 4 15 2.377 [1.492, 3.386] original 5 12 1.22 [0.6475, 1.967] original 6 14 1.391 [0.9476, 1.935] original 7 16 1.406 [0.9891, 1.859] original 8 16 2.031 [1.114, 3.368] original 9 9 4.961 [3.028, 7.234] grayscale 0 6 1.124 [0.7624, 1.628] grayscale 1 14 1.276 [0.9355, 1.753] grayscale 2 12 3.128 [1.93, 4.416] grayscale 3 14 2.409 [1.156, 4.101] grayscale 4 15 2.59 [1.857, 3.417] grayscale 5 12 1.36 [0.6873, 2.186] grayscale 6 14 1.768 [1.031, 2.861] grayscale 7 16 1.455 [1.078, 1.864] grayscale 8 16 2.584 [1.485, 3.935] grayscale 9 9 6.264 [4.03, 8.646] blur 0 6 0.5969 [0.5707, 0.6255] blur 1 14 0.8363 [0.6113, 1.207] blur 2 12 1.174 [0.7726, 1.577] blur 3 14 1.17 [0.6427, 1.9] blur 4 15 1.153 [0.8729, 1.509] blur 5 12 0.6751 [0.4815, 0.9258] blur 6 14 0.7768 [0.5676, 1.02] blur 7 16 0.8054 [0.6147, 1.061] blur 8 16 1.108 [0.8205, 1.433] blur 9 9 2.714 [1.547, 4.036]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0008905 [0.0002682, 0.001892] original block 1.0 KL(clean || intervened) 0.001647 [0.000905, 0.002537] original random0 1.0 KL(clean || intervened) 0.005696 [0.002696, 0.01007] original random1 1.0 KL(clean || intervened) 0.005992 [0.002552, 0.01072] original random2 1.0 KL(clean || intervened) 0.004934 [0.002548, 0.007561] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0005826 [0.0003987, 0.000789] grayscale block 1.0 KL(clean || intervened) 0.00217 [0.001508, 0.002919] grayscale random0 1.0 KL(clean || intervened) 0.01452 [0.009044, 0.02096] grayscale random1 1.0 KL(clean || intervened) 0.01766 [0.009629, 0.02715] grayscale random2 1.0 KL(clean || intervened) 0.0103 [0.007026, 0.0143] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.002916 [0.002157, 0.003844] blur block 1.0 KL(clean || intervened) 0.0108 [0.007578, 0.01515] blur random0 1.0 KL(clean || intervened) 0.02454 [0.01664, 0.03525] blur random1 1.0 KL(clean || intervened) 0.04704 [0.03456, 0.06023] blur random2 1.0 KL(clean || intervened) 0.02784 [0.02122, 0.03573]
original_b3: 2 directions (qualified) Closure pass fraction 0.83; mean cos² 0.935; collective excess / null edge 14.80. 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 = 44.9; the scale is fixed across this block's panels.
+original: mean image activity 3.436 [2.35, 4.779]
+
high · ID 3112 · label 8
+
high · ID 1308 · label 4
+
high · ID 1708 · label 9
+
high · ID 1545 · label 9
+
low · ID 120 · label 2
+
low · ID 2901 · label 8
+
low · ID 253 · label 2
+
low · ID 1987 · label 7
+
grayscale: mean image activity 1.637 [1.127, 2.287]
+
high · ID 3112 · label 8
+
high · ID 1308 · label 4
+
high · ID 1708 · label 9
+
high · ID 1545 · label 9
+
low · ID 120 · label 2
+
low · ID 2901 · label 8
+
low · ID 253 · label 2
+
low · ID 1987 · label 7
+
blur: mean image activity 1.133 [0.7452, 1.674]
+
high · ID 3112 · label 8
+
high · ID 1308 · label 4
+
high · ID 1708 · label 9
+
high · ID 1545 · label 9
+
low · ID 120 · label 2
+
low · ID 2901 · label 8
+
low · ID 253 · label 2
+
low · ID 1987 · label 7
+
Paired activity changes
+grayscale minus original: -1.799 [-2.656, -1.118]
+blur minus original: -2.302 [-3.185, -1.565]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.446 [1.316, 3.705] original 1 14 3.35 [1.665, 5.307] original 2 12 1.671 [0.5235, 3.124] original 3 14 1.538 [0.7442, 2.618] original 4 15 6.375 [2.317, 11.47] original 5 12 0.9073 [0.3256, 1.721] original 6 14 1.519 [0.5628, 2.701] original 7 16 0.9116 [0.4555, 1.465] original 8 16 5.808 [0.9127, 13.26] original 9 9 11.26 [6.449, 16.18] grayscale 0 6 0.6455 [0.3283, 1.013] grayscale 1 14 0.8979 [0.591, 1.264] grayscale 2 12 1.591 [0.5244, 2.916] grayscale 3 14 1.099 [0.5329, 1.885] grayscale 4 15 4.307 [1.362, 8.702] grayscale 5 12 0.3803 [0.2548, 0.5808] grayscale 6 14 0.6578 [0.4234, 0.9303] grayscale 7 16 0.3994 [0.3021, 0.5191] grayscale 8 16 1.749 [0.5318, 3.471] grayscale 9 9 5.09 [2.495, 8.321] blur 0 6 0.9962 [0.5643, 1.499] blur 1 14 0.7199 [0.4913, 0.9485] blur 2 12 0.6394 [0.3223, 0.9995] blur 3 14 0.7783 [0.4198, 1.24] blur 4 15 1.245 [0.5966, 2.021] blur 5 12 0.3444 [0.2495, 0.4479] blur 6 14 0.5817 [0.3147, 0.8981] blur 7 16 0.3923 [0.2941, 0.5003] blur 8 16 2.818 [0.4103, 6.734] blur 9 9 3.126 [1.53, 5.073]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0002218 [6.457e-05, 0.0004714] original block 1.0 KL(clean || intervened) 0.0007602 [0.0002808, 0.001452] original random0 1.0 KL(clean || intervened) 0.0008436 [0.0003399, 0.001627] original random1 1.0 KL(clean || intervened) 0.0007446 [0.0003585, 0.001264] original random2 1.0 KL(clean || intervened) 0.0006264 [0.0003434, 0.0009286] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0001813 [8.67e-05, 0.0003163] grayscale block 1.0 KL(clean || intervened) 0.0006053 [0.0003256, 0.0009662] grayscale random0 1.0 KL(clean || intervened) 0.001973 [0.001224, 0.00287] grayscale random1 1.0 KL(clean || intervened) 0.002627 [0.001401, 0.004238] grayscale random2 1.0 KL(clean || intervened) 0.001264 [0.0008877, 0.001678] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.0003533 [0.0002244, 0.0005189] blur block 1.0 KL(clean || intervened) 0.0016 [0.0009559, 0.002496] blur random0 1.0 KL(clean || intervened) 0.003217 [0.002281, 0.004368] blur random1 1.0 KL(clean || intervened) 0.006678 [0.004871, 0.008555] blur random2 1.0 KL(clean || intervened) 0.003729 [0.002779, 0.004827]
grayscale_b0: 3 directions (qualified) Closure pass fraction 1.00; mean cos² 0.996; collective excess / null edge 79.91. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 32. Independent eval error: 0.008297801949083805.
+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; the scale is fixed across this block's panels.
+original: mean image activity 2.266 [1.88, 2.704]
+
high · ID 2999 · label 8
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 0 · label 2
+
low · ID 2494 · label 1
+
low · ID 909 · label 3
+
low · ID 3004 · label 8
+
low · ID 843 · label 3
+
grayscale: mean image activity 4.652 [3.989, 5.351]
+
high · ID 2999 · label 8
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 0 · label 2
+
low · ID 2494 · label 1
+
low · ID 909 · label 3
+
low · ID 3004 · label 8
+
low · ID 843 · label 3
+
blur: mean image activity 1.316 [1.181, 1.464]
+
high · ID 2999 · label 8
+
high · ID 1679 · label 9
+
high · ID 1044 · label 3
+
high · ID 0 · label 2
+
low · ID 2494 · label 1
+
low · ID 909 · label 3
+
low · ID 3004 · label 8
+
low · ID 843 · label 3
+
Paired activity changes
+grayscale minus original: 2.385 [1.954, 2.837]
+blur minus original: -0.9504 [-1.294, -0.6752]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.138 [1.016, 1.252] original 1 14 1.292 [1.028, 1.658] original 2 12 3.195 [1.9, 4.463] original 3 14 2.424 [1.273, 4.099] original 4 15 2.569 [1.728, 3.54] original 5 12 1.479 [1.004, 2.102] original 6 14 1.63 [1.281, 2.074] original 7 16 1.626 [1.314, 1.975] original 8 16 2.88 [1.378, 5.614] original 9 9 4.63 [2.899, 6.765] grayscale 0 6 3.934 [2.457, 6.153] grayscale 1 14 3.677 [2.888, 4.564] grayscale 2 12 4.263 [3.256, 5.385] grayscale 3 14 3.994 [2.562, 5.708] grayscale 4 15 5.316 [4.339, 6.281] grayscale 5 12 3.396 [2.203, 4.788] grayscale 6 14 3.858 [2.529, 5.974] grayscale 7 16 3.25 [2.253, 4.331] grayscale 8 16 5.449 [3.46, 8.175] grayscale 9 9 11.06 [6.928, 15.6] blur 0 6 0.8718 [0.8217, 0.9165] blur 1 14 1.112 [0.9257, 1.374] blur 2 12 1.388 [1.057, 1.716] blur 3 14 1.354 [0.9332, 1.939] blur 4 15 1.343 [1.1, 1.634] blur 5 12 0.9452 [0.7776, 1.159] blur 6 14 1.042 [0.8866, 1.224] blur 7 16 1.087 [0.9162, 1.307] blur 8 16 1.467 [1.139, 1.917] blur 9 9 2.786 [1.718, 4.071]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.001792 [0.0008152, 0.003121] original block 1.0 KL(clean || intervened) 0.005298 [0.003139, 0.007601] original random0 1.0 KL(clean || intervened) 0.01051 [0.005417, 0.01758] original random1 1.0 KL(clean || intervened) 0.01125 [0.004658, 0.02101] original random2 1.0 KL(clean || intervened) 0.009363 [0.004672, 0.01469] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.002105 [0.001407, 0.002914] grayscale block 1.0 KL(clean || intervened) 0.01073 [0.007061, 0.01463] grayscale random0 1.0 KL(clean || intervened) 0.02749 [0.01762, 0.03925] grayscale random1 1.0 KL(clean || intervened) 0.03162 [0.0179, 0.04712] grayscale random2 1.0 KL(clean || intervened) 0.02161 [0.01363, 0.03192] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.006757 [0.005062, 0.008941] blur block 1.0 KL(clean || intervened) 0.02492 [0.01822, 0.03374] blur random0 1.0 KL(clean || intervened) 0.04643 [0.03093, 0.06801] blur random1 1.0 KL(clean || intervened) 0.08668 [0.06414, 0.1121] blur random2 1.0 KL(clean || intervened) 0.05352 [0.04067, 0.06871]
grayscale_b11: 1 directions (closed, collective gate failed) Closure pass fraction 0.92; mean cos² 0.948; collective excess / null edge 1.01. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.008795030415058136.
+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 0.9644 [0.894, 1.04]
+
high · ID 279 · label 2
+
high · ID 2795 · label 8
+
high · ID 3810 · label 5
+
high · ID 3861 · label 5
+
low · ID 2364 · label 1
+
low · ID 3182 · label 6
+
low · ID 1612 · label 9
+
low · ID 1679 · label 9
+
grayscale: mean image activity 1.099 [1.028, 1.171]
+
high · ID 279 · label 2
+
high · ID 2795 · label 8
+
high · ID 3810 · label 5
+
high · ID 3861 · label 5
+
low · ID 2364 · label 1
+
low · ID 3182 · label 6
+
low · ID 1612 · label 9
+
low · ID 1679 · label 9
+
blur: mean image activity 1.017 [0.9224, 1.127]
+
high · ID 279 · label 2
+
high · ID 2795 · label 8
+
high · ID 3810 · label 5
+
high · ID 3861 · label 5
+
low · ID 2364 · label 1
+
low · ID 3182 · label 6
+
low · ID 1612 · label 9
+
low · ID 1679 · label 9
+
Paired activity changes
+grayscale minus original: 0.1342 [0.1076, 0.1603]
+blur minus original: 0.05281 [-0.0101, 0.1234]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.9435 [0.8079, 1.089] original 1 14 0.685 [0.5756, 0.7847] original 2 12 1.364 [1.133, 1.638] original 3 14 0.9934 [0.8322, 1.152] original 4 15 0.9801 [0.8189, 1.144] original 5 12 1.156 [0.9055, 1.456] original 6 14 0.7655 [0.6078, 0.9413] original 7 16 0.867 [0.7321, 1.006] original 8 16 1.228 [1.021, 1.455] original 9 9 0.5675 [0.4405, 0.7128] grayscale 0 6 1.056 [0.9255, 1.198] grayscale 1 14 0.8786 [0.7164, 1.033] grayscale 2 12 1.412 [1.225, 1.647] grayscale 3 14 1.111 [0.9159, 1.302] grayscale 4 15 1.086 [0.938, 1.248] grayscale 5 12 1.352 [1.087, 1.649] grayscale 6 14 0.8793 [0.7067, 1.069] grayscale 7 16 1.078 [0.9241, 1.208] grayscale 8 16 1.358 [1.153, 1.582] grayscale 9 9 0.632 [0.5004, 0.7963] blur 0 6 0.9477 [0.7535, 1.148] blur 1 14 0.6842 [0.5636, 0.8126] blur 2 12 1.768 [1.395, 2.139] blur 3 14 0.9506 [0.8273, 1.086] blur 4 15 0.8822 [0.7144, 1.071] blur 5 12 1.165 [0.8772, 1.527] blur 6 14 0.8134 [0.6465, 1.028] blur 7 16 0.9942 [0.8355, 1.16] blur 8 16 1.297 [0.9404, 1.778] blur 9 9 0.5718 [0.4892, 0.665]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 6.287e-05 [2.468e-05, 0.0001082] original block 1.0 KL(clean || intervened) 0.0002453 [9.36e-05, 0.0004256] original random0 1.0 KL(clean || intervened) 0.000231 [8.947e-05, 0.0004541] original random1 1.0 KL(clean || intervened) 0.0001858 [9.358e-05, 0.0003077] original random2 1.0 KL(clean || intervened) 0.0001554 [8.617e-05, 0.0002298] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0001334 [7.018e-05, 0.000212] grayscale block 1.0 KL(clean || intervened) 0.0005075 [0.0002645, 0.0008115] grayscale random0 1.0 KL(clean || intervened) 0.0005575 [0.0003516, 0.0008074] grayscale random1 1.0 KL(clean || intervened) 0.0007285 [0.0003948, 0.001153] grayscale random2 1.0 KL(clean || intervened) 0.0003027 [0.0002189, 0.0003929] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.0001312 [9.524e-05, 0.0001718] blur block 1.0 KL(clean || intervened) 0.0005128 [0.0003724, 0.0006693] blur random0 1.0 KL(clean || intervened) 0.0008523 [0.0006151, 0.001132] blur random1 1.0 KL(clean || intervened) 0.001716 [0.00124, 0.002186] blur random2 1.0 KL(clean || intervened) 0.0009594 [0.0007235, 0.001222]
blur_b0: 7 directions (qualified) Closure pass fraction 0.83; mean cos² 0.981; collective excess / null edge 35.18. 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 = 59.3; the scale is fixed across this block's panels.
+original: mean image activity 2.771 [2.377, 3.181]
+
high · ID 3058 · label 8
+
high · ID 2764 · label 8
+
high · ID 130 · label 2
+
high · ID 0 · label 2
+
low · ID 889 · label 3
+
low · ID 1612 · label 9
+
low · ID 909 · label 3
+
low · ID 2259 · label 7
+
grayscale: mean image activity 2.422 [2.06, 2.805]
+
high · ID 3058 · label 8
+
high · ID 2764 · label 8
+
high · ID 130 · label 2
+
high · ID 0 · label 2
+
low · ID 889 · label 3
+
low · ID 1612 · label 9
+
low · ID 909 · label 3
+
low · ID 2259 · label 7
+
blur: mean image activity 14.77 [13.88, 15.81]
+
high · ID 3058 · label 8
+
high · ID 2764 · label 8
+
high · ID 130 · label 2
+
high · ID 0 · label 2
+
low · ID 889 · label 3
+
low · ID 1612 · label 9
+
low · ID 909 · label 3
+
low · ID 2259 · label 7
+
Paired activity changes
+grayscale minus original: -0.3489 [-0.4259, -0.2751]
+blur minus original: 12 [11.12, 12.95]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.702 [1.441, 1.954] original 1 14 1.837 [1.387, 2.444] original 2 12 4.568 [3.012, 6.284] original 3 14 2.879 [1.731, 4.302] original 4 15 2.844 [2.072, 3.726] original 5 12 1.757 [1.422, 2.14] original 6 14 1.798 [1.467, 2.284] original 7 16 1.908 [1.49, 2.413] original 8 16 4.152 [2.37, 6.453] original 9 9 4.192 [3.196, 5.053] grayscale 0 6 1.341 [1.118, 1.6] grayscale 1 14 1.524 [1.249, 1.877] grayscale 2 12 4.339 [2.836, 5.968] grayscale 3 14 2.632 [1.578, 4.038] grayscale 4 15 2.415 [1.672, 3.277] grayscale 5 12 1.476 [1.183, 1.792] grayscale 6 14 1.611 [1.264, 2.114] grayscale 7 16 1.587 [1.271, 1.956] grayscale 8 16 3.622 [2.08, 5.745] grayscale 9 9 3.541 [2.759, 4.22] blur 0 6 12.23 [9.11, 15.64] blur 1 14 14.67 [12.2, 16.9] blur 2 12 17.02 [13.54, 21.05] blur 3 14 18.94 [15.44, 22.84] blur 4 15 14.01 [11.31, 16.98] blur 5 12 12.53 [11.05, 14.33] blur 6 14 13.98 [11.86, 16.48] blur 7 16 12.83 [10.96, 14.83] blur 8 16 15.25 [12.08, 18.94] blur 9 9 15.22 [11.94, 19.39]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.001312 [0.0003744, 0.002916] original block 1.0 KL(clean || intervened) 0.005088 [0.001351, 0.01179] original random0 1.0 KL(clean || intervened) 0.007163 [0.003483, 0.01239] original random1 1.0 KL(clean || intervened) 0.007099 [0.002987, 0.01278] original random2 1.0 KL(clean || intervened) 0.006111 [0.003107, 0.009403] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.00126 [0.0006365, 0.002263] grayscale block 1.0 KL(clean || intervened) 0.005633 [0.002798, 0.01029] grayscale random0 1.0 KL(clean || intervened) 0.0185 [0.01159, 0.02673] grayscale random1 1.0 KL(clean || intervened) 0.02045 [0.0113, 0.03132] grayscale random2 1.0 KL(clean || intervened) 0.01326 [0.008811, 0.01871] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.01882 [0.0136, 0.02498] blur block 1.0 KL(clean || intervened) 0.07511 [0.0535, 0.1009] blur random0 1.0 KL(clean || intervened) 0.03087 [0.02076, 0.04457] blur random1 1.0 KL(clean || intervened) 0.0552 [0.04055, 0.07112] blur random2 1.0 KL(clean || intervened) 0.03476 [0.02662, 0.04486]
blur_b10: 3 directions (qualified) Closure pass fraction 0.83; mean cos² 0.947; collective excess / null edge 8.52. 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 = 28.5; the scale is fixed across this block's panels.
+original: mean image activity 1.673 [1.553, 1.803]
+
high · ID 1561 · label 9
+
high · ID 130 · label 2
+
high · ID 1595 · label 9
+
high · ID 3112 · label 8
+
low · ID 1612 · label 9
+
low · ID 2364 · label 1
+
low · ID 1679 · label 9
+
low · ID 1950 · label 7
+
grayscale: mean image activity 1.489 [1.426, 1.556]
+
high · ID 1561 · label 9
+
high · ID 130 · label 2
+
high · ID 1595 · label 9
+
high · ID 3112 · label 8
+
low · ID 1612 · label 9
+
low · ID 2364 · label 1
+
low · ID 1679 · label 9
+
low · ID 1950 · label 7
+
blur: mean image activity 5.306 [4.833, 5.88]
+
high · ID 1561 · label 9
+
high · ID 130 · label 2
+
high · ID 1595 · label 9
+
high · ID 3112 · label 8
+
low · ID 1612 · label 9
+
low · ID 2364 · label 1
+
low · ID 1679 · label 9
+
low · ID 1950 · label 7
+
Paired activity changes
+grayscale minus original: -0.1837 [-0.3005, -0.08247]
+blur minus original: 3.633 [3.18, 4.166]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.569 [1.381, 1.79] original 1 14 1.261 [1.16, 1.367] original 2 12 2.1 [1.603, 2.762] original 3 14 1.859 [1.503, 2.297] original 4 15 1.506 [1.351, 1.658] original 5 12 1.529 [1.382, 1.707] original 6 14 1.391 [1.266, 1.527] original 7 16 1.474 [1.346, 1.609] original 8 16 2.03 [1.743, 2.429] original 9 9 2.149 [1.234, 3.244] grayscale 0 6 1.408 [1.332, 1.472] grayscale 1 14 1.301 [1.178, 1.415] grayscale 2 12 1.809 [1.602, 2.029] grayscale 3 14 1.746 [1.443, 2.118] grayscale 4 15 1.395 [1.265, 1.536] grayscale 5 12 1.527 [1.4, 1.663] grayscale 6 14 1.372 [1.204, 1.543] grayscale 7 16 1.471 [1.368, 1.578] grayscale 8 16 1.579 [1.437, 1.738] grayscale 9 9 1.17 [1.049, 1.291] blur 0 6 4.877 [4.06, 5.672] blur 1 14 4.628 [3.617, 5.835] blur 2 12 6.374 [4.388, 9.001] blur 3 14 6.093 [4.106, 8.744] blur 4 15 4.615 [3.395, 6.301] blur 5 12 4.092 [3.303, 4.97] blur 6 14 5.822 [4.757, 7.02] blur 7 16 5.199 [4.067, 6.338] blur 8 16 5.274 [4.105, 6.743] blur 9 9 6.21 [3.739, 8.806]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0001123 [5.422e-05, 0.0001922] original block 1.0 KL(clean || intervened) 0.0004282 [0.0002008, 0.0007334] original random0 1.0 KL(clean || intervened) 0.001057 [0.0004288, 0.002027] original random1 1.0 KL(clean || intervened) 0.0008687 [0.000416, 0.001482] original random2 1.0 KL(clean || intervened) 0.0007725 [0.0004206, 0.001148] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0002822 [0.0001643, 0.0004283] grayscale block 1.0 KL(clean || intervened) 0.001063 [0.0006506, 0.001596] grayscale random0 1.0 KL(clean || intervened) 0.002481 [0.001546, 0.003615] grayscale random1 1.0 KL(clean || intervened) 0.003036 [0.001609, 0.004884] grayscale random2 1.0 KL(clean || intervened) 0.001559 [0.001088, 0.002085] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.00216 [0.001452, 0.002967] blur block 1.0 KL(clean || intervened) 0.008242 [0.005683, 0.011] blur random0 1.0 KL(clean || intervened) 0.004073 [0.002856, 0.005568] blur random1 1.0 KL(clean || intervened) 0.007792 [0.005714, 0.009974] blur random2 1.0 KL(clean || intervened) 0.004557 [0.003418, 0.005854]
blur_b13: 1 directions (closed, collective gate failed) Closure pass fraction 0.92; mean cos² 0.913; collective excess / null edge 1.17. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 22. Independent eval error: 0.00987197831273079.
+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 = 14.2; the scale is fixed across this block's panels.
+original: mean image activity 0.9237 [0.8672, 0.9831]
+
high · ID 279 · label 2
+
high · ID 2795 · label 8
+
high · ID 3861 · label 5
+
high · ID 3810 · label 5
+
low · ID 2364 · label 1
+
low · ID 3182 · label 6
+
low · ID 1679 · label 9
+
low · ID 1612 · label 9
+
grayscale: mean image activity 1.019 [0.9618, 1.077]
+
high · ID 279 · label 2
+
high · ID 2795 · label 8
+
high · ID 3861 · label 5
+
high · ID 3810 · label 5
+
low · ID 2364 · label 1
+
low · ID 3182 · label 6
+
low · ID 1679 · label 9
+
low · ID 1612 · label 9
+
blur: mean image activity 1.102 [1.02, 1.197]
+
high · ID 279 · label 2
+
high · ID 2795 · label 8
+
high · ID 3861 · label 5
+
high · ID 3810 · label 5
+
low · ID 2364 · label 1
+
low · ID 3182 · label 6
+
low · ID 1679 · label 9
+
low · ID 1612 · label 9
+
Paired activity changes
+grayscale minus original: 0.09498 [0.07422, 0.1156]
+blur minus original: 0.1785 [0.1251, 0.2405]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.9064 [0.7989, 1.013] original 1 14 0.7162 [0.618, 0.8036] original 2 12 1.236 [1.048, 1.46] original 3 14 0.9792 [0.838, 1.123] original 4 15 0.921 [0.7895, 1.058] original 5 12 1.07 [0.8835, 1.288] original 6 14 0.7832 [0.6476, 0.9214] original 7 16 0.8641 [0.7553, 0.9799] original 8 16 1.098 [0.9394, 1.271] original 9 9 0.5803 [0.4675, 0.6979] grayscale 0 6 0.9849 [0.8785, 1.085] grayscale 1 14 0.8485 [0.7135, 0.9785] grayscale 2 12 1.268 [1.111, 1.457] grayscale 3 14 1.041 [0.8801, 1.205] grayscale 4 15 0.9975 [0.88, 1.131] grayscale 5 12 1.212 [1.019, 1.429] grayscale 6 14 0.87 [0.7234, 1.024] grayscale 7 16 1.025 [0.904, 1.134] grayscale 8 16 1.194 [1.034, 1.366] grayscale 9 9 0.6253 [0.5168, 0.7435] blur 0 6 1.056 [0.9131, 1.2] blur 1 14 0.8501 [0.7298, 0.967] blur 2 12 1.743 [1.424, 2.049] blur 3 14 1.042 [0.9151, 1.17] blur 4 15 0.9713 [0.8101, 1.166] blur 5 12 1.21 [0.9896, 1.488] blur 6 14 0.9419 [0.7774, 1.14] blur 7 16 1.095 [0.9525, 1.244] blur 8 16 1.324 [1.03, 1.709] blur 9 9 0.706 [0.5891, 0.8299]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 1.288e-06 [5.078e-07, 2.223e-06] original block 1.0 KL(clean || intervened) 5.084e-06 [1.923e-06, 8.831e-06] original random0 1.0 KL(clean || intervened) 6.16e-06 [2.256e-06, 1.191e-05] original random1 1.0 KL(clean || intervened) 4.485e-06 [2.312e-06, 7.304e-06] original random2 1.0 KL(clean || intervened) 3.863e-06 [2.137e-06, 5.708e-06] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 2.665e-06 [1.534e-06, 4.119e-06] grayscale block 1.0 KL(clean || intervened) 1.059e-05 [6.064e-06, 1.636e-05] grayscale random0 1.0 KL(clean || intervened) 1.351e-05 [8.618e-06, 1.935e-05] grayscale random1 1.0 KL(clean || intervened) 1.839e-05 [9.594e-06, 2.931e-05] grayscale random2 1.0 KL(clean || intervened) 8.565e-06 [6.094e-06, 1.125e-05] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 3.912e-06 [2.761e-06, 5.219e-06] blur block 1.0 KL(clean || intervened) 1.493e-05 [1.054e-05, 1.991e-05] blur random0 1.0 KL(clean || intervened) 2.385e-05 [1.687e-05, 3.213e-05] blur random1 1.0 KL(clean || intervened) 4.462e-05 [3.154e-05, 5.645e-05] blur random2 1.0 KL(clean || intervened) 3.187e-05 [2.072e-05, 4.749e-05]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.973, 0.911 0.942 / 0.628 original_b0/grayscale_b11 0.000 0.000 / 0.000 original_b0/blur_b0 0.968, 0.025 0.496 / 0.142 original_b0/blur_b10 0.001, 0.000 0.001 / 0.001 original_b0/blur_b13 0.001 0.000 / 0.001 original_b3/grayscale_b0 0.003, 0.001 0.002 / 0.001 original_b3/grayscale_b11 0.002 0.001 / 0.002 original_b3/blur_b0 0.017, 0.001 0.009 / 0.003 original_b3/blur_b10 0.001, 0.000 0.000 / 0.000 original_b3/blur_b13 0.001 0.000 / 0.001 grayscale_b0/blur_b0 0.945, 0.018, 0.000 0.321 / 0.138 grayscale_b0/blur_b10 0.002, 0.000, 0.000 0.001 / 0.001 grayscale_b0/blur_b13 0.000 0.000 / 0.000 grayscale_b11/blur_b0 0.001 0.001 / 0.000 grayscale_b11/blur_b10 0.428 0.428 / 0.143 grayscale_b11/blur_b13 0.657 0.657 / 0.657
Layer 3 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 4 512 / 100352 7.55e-06 / 2.48e-05 grayscale 1 / 1 7 512 / 100352 6.74e-06 / 1.88e-05 blur 1 / 1 6 512 / 100352 6.67e-06 / 2.22e-05
+original_b0: 4 directions (qualified) Closure pass fraction 1.00; mean cos² 0.999; collective excess / null edge 147.88. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 21. Independent eval error: 0.007949400693178177.
+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 = 100; the scale is fixed across this block's panels.
+original: mean image activity 4.833 [3.746, 6.145]
+
high · ID 2795 · label 8
+
high · ID 2878 · label 8
+
high · ID 772 · label 3
+
high · ID 1002 · label 3
+
low · ID 164 · label 2
+
low · ID 253 · label 2
+
low · ID 889 · label 3
+
low · ID 3610 · label 5
+
grayscale: mean image activity 4.307 [3.315, 5.549]
+
high · ID 2795 · label 8
+
high · ID 2878 · label 8
+
high · ID 772 · label 3
+
high · ID 1002 · label 3
+
low · ID 164 · label 2
+
low · ID 253 · label 2
+
low · ID 889 · label 3
+
low · ID 3610 · label 5
+
blur: mean image activity 3.28 [2.649, 4.008]
+
high · ID 2795 · label 8
+
high · ID 2878 · label 8
+
high · ID 772 · label 3
+
high · ID 1002 · label 3
+
low · ID 164 · label 2
+
low · ID 253 · label 2
+
low · ID 889 · label 3
+
low · ID 3610 · label 5
+
Paired activity changes
+grayscale minus original: -0.5259 [-0.738, -0.3402]
+blur minus original: -1.553 [-2.474, -0.9033]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.028 [1.454, 2.627] original 1 14 2.307 [1.769, 2.853] original 2 12 5.285 [2.417, 8.623] original 3 14 7.719 [2.908, 13.7] original 4 15 5.88 [3.229, 9.682] original 5 12 2.003 [1.326, 2.828] original 6 14 2.818 [1.514, 4.923] original 7 16 2.016 [1.364, 2.802] original 8 16 9.433 [4.062, 15.91] original 9 9 7.533 [4.587, 11.58] grayscale 0 6 1.553 [1.002, 2.11] grayscale 1 14 2.187 [1.672, 2.644] grayscale 2 12 4.762 [2.286, 7.56] grayscale 3 14 6.924 [2.604, 12.28] grayscale 4 15 5.041 [2.7, 8.613] grayscale 5 12 1.535 [1.064, 2.05] grayscale 6 14 2.815 [1.478, 4.813] grayscale 7 16 1.636 [1.184, 2.232] grayscale 8 16 8.115 [3.327, 13.64] grayscale 9 9 7.54 [4.517, 12.09] blur 0 6 1.071 [0.8409, 1.318] blur 1 14 2.136 [1.61, 2.757] blur 2 12 3.76 [1.773, 6.016] blur 3 14 5.292 [2.1, 9.196] blur 4 15 3.273 [2.057, 5.024] blur 5 12 1.743 [1.333, 2.174] blur 6 14 2.306 [1.029, 4.322] blur 7 16 1.652 [1.132, 2.294] blur 8 16 4.849 [2.895, 7.68] blur 9 9 6.445 [4.068, 8.984]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0008622 [0.0005212, 0.00124] original block 1.0 KL(clean || intervened) 0.005798 [0.003588, 0.008301] original random0 1.0 KL(clean || intervened) 0.06058 [0.02627, 0.1187] original random1 1.0 KL(clean || intervened) 0.07124 [0.03915, 0.106] original random2 1.0 KL(clean || intervened) 0.0377 [0.02301, 0.05593] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.001451 [0.0009758, 0.002058] grayscale block 1.0 KL(clean || intervened) 0.0117 [0.00776, 0.01643] grayscale random0 1.0 KL(clean || intervened) 0.125 [0.07846, 0.182] grayscale random1 1.0 KL(clean || intervened) 0.08982 [0.06103, 0.1232] grayscale random2 1.0 KL(clean || intervened) 0.1012 [0.06478, 0.146] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.004 [0.00302, 0.005191] blur block 1.0 KL(clean || intervened) 0.02557 [0.01871, 0.03434] blur random0 1.0 KL(clean || intervened) 0.1929 [0.1471, 0.2475] blur random1 1.0 KL(clean || intervened) 0.2157 [0.1664, 0.2789] blur random2 1.0 KL(clean || intervened) 0.2602 [0.1849, 0.3456]
grayscale_b0: 7 directions (qualified) Closure pass fraction 0.83; mean cos² 0.980; collective excess / null edge 108.37. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 35. Independent eval error: 0.00839266274124384.
+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 = 115; the scale is fixed across this block's panels.
+original: mean image activity 6.83 [5.515, 8.31]
+
high · ID 2878 · label 8
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 1814 · label 9
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 889 · label 3
+
low · ID 3904 · label 5
+
grayscale: mean image activity 10.66 [9.119, 12.18]
+
high · ID 2878 · label 8
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 1814 · label 9
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 889 · label 3
+
low · ID 3904 · label 5
+
blur: mean image activity 4.489 [3.743, 5.331]
+
high · ID 2878 · label 8
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 1814 · label 9
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 889 · label 3
+
low · ID 3904 · label 5
+
Paired activity changes
+grayscale minus original: 3.826 [3.175, 4.536]
+blur minus original: -2.341 [-3.33, -1.532]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.696 [2.125, 3.272] original 1 14 3.338 [2.449, 4.586] original 2 12 5.978 [3.148, 9.174] original 3 14 8.876 [4.264, 14.63] original 4 15 10.96 [6.542, 15.93] original 5 12 2.609 [1.908, 3.397] original 6 14 3.788 [2.487, 5.806] original 7 16 2.759 [2.1, 3.536] original 8 16 12.55 [7.182, 18.84] original 9 9 13.53 [7.304, 19.7] grayscale 0 6 5.539 [4.427, 7.158] grayscale 1 14 7.111 [5.552, 8.883] grayscale 2 12 7.859 [5.818, 10.38] grayscale 3 14 11.7 [7.693, 16.65] grayscale 4 15 17.31 [11.17, 24.47] grayscale 5 12 5.988 [4.778, 7.384] grayscale 6 14 8.512 [6.671, 11.31] grayscale 7 16 6.284 [5.508, 7.248] grayscale 8 16 15.13 [9.271, 22.01] grayscale 9 9 19.97 [13.61, 26.26] blur 0 6 1.646 [1.457, 1.84] blur 1 14 2.954 [2.303, 3.754] blur 2 12 4.349 [2.468, 6.453] blur 3 14 5.839 [2.749, 9.802] blur 4 15 5.656 [3.552, 8.428] blur 5 12 2.307 [1.859, 2.783] blur 6 14 2.995 [1.75, 4.971] blur 7 16 2.297 [1.769, 2.946] blur 8 16 6.841 [4.197, 10.12] blur 9 9 9.856 [6.296, 13.7]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.002722 [0.001491, 0.004148] original block 1.0 KL(clean || intervened) 0.0128 [0.00753, 0.01902] original random0 1.0 KL(clean || intervened) 0.05621 [0.02447, 0.1098] original random1 1.0 KL(clean || intervened) 0.06584 [0.03585, 0.09833] original random2 1.0 KL(clean || intervened) 0.03597 [0.02189, 0.05337] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.009649 [0.006227, 0.01401] grayscale block 1.0 KL(clean || intervened) 0.04577 [0.03021, 0.06688] grayscale random0 1.0 KL(clean || intervened) 0.1164 [0.07254, 0.1689] grayscale random1 1.0 KL(clean || intervened) 0.08339 [0.05601, 0.1151] grayscale random2 1.0 KL(clean || intervened) 0.09712 [0.06215, 0.1399] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.009769 [0.0067, 0.01399] blur block 1.0 KL(clean || intervened) 0.04306 [0.02945, 0.06043] blur random0 1.0 KL(clean || intervened) 0.1794 [0.1369, 0.2283] blur random1 1.0 KL(clean || intervened) 0.1987 [0.1531, 0.2561] blur random2 1.0 KL(clean || intervened) 0.2471 [0.1756, 0.329]
blur_b0: 6 directions (qualified) Closure pass fraction 0.92; mean cos² 0.986; collective excess / null edge 91.79. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 42. Independent eval error: 0.009471840225160122.
+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 = 69.3; the scale is fixed across this block's panels.
+original: mean image activity 3.442 [3.046, 3.846]
+
high · ID 1044 · label 3
+
high · ID 3112 · label 8
+
high · ID 0 · label 2
+
high · ID 1604 · label 9
+
low · ID 164 · label 2
+
low · ID 889 · label 3
+
low · ID 3610 · label 5
+
low · ID 253 · label 2
+
grayscale: mean image activity 3.165 [2.788, 3.561]
+
high · ID 1044 · label 3
+
high · ID 3112 · label 8
+
high · ID 0 · label 2
+
high · ID 1604 · label 9
+
low · ID 164 · label 2
+
low · ID 889 · label 3
+
low · ID 3610 · label 5
+
low · ID 253 · label 2
+
blur: mean image activity 9.515 [8.618, 10.47]
+
high · ID 1044 · label 3
+
high · ID 3112 · label 8
+
high · ID 0 · label 2
+
high · ID 1604 · label 9
+
low · ID 164 · label 2
+
low · ID 889 · label 3
+
low · ID 3610 · label 5
+
low · ID 253 · label 2
+
Paired activity changes
+grayscale minus original: -0.2772 [-0.4178, -0.1268]
+blur minus original: 6.073 [5.182, 6.956]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.452 [1.882, 3.041] original 1 14 2.823 [2.342, 3.319] original 2 12 4.239 [2.467, 6.091] original 3 14 3.525 [2.035, 5.535] original 4 15 3.974 [3.089, 4.869] original 5 12 2.072 [1.585, 2.651] original 6 14 2.278 [1.762, 2.907] original 7 16 2.412 [1.772, 3.173] original 8 16 4.668 [3.509, 5.929] original 9 9 6.277 [4.764, 7.713] grayscale 0 6 1.97 [1.394, 2.556] grayscale 1 14 2.855 [2.391, 3.341] grayscale 2 12 3.908 [2.376, 5.563] grayscale 3 14 3.328 [1.922, 5.266] grayscale 4 15 3.35 [2.596, 4.186] grayscale 5 12 1.713 [1.327, 2.084] grayscale 6 14 2.344 [1.724, 3.245] grayscale 7 16 2.027 [1.582, 2.617] grayscale 8 16 4.427 [3.196, 5.791] grayscale 9 9 5.882 [4.485, 7.21] blur 0 6 6.564 [4.853, 8.139] blur 1 14 9.904 [6.833, 13.78] blur 2 12 8.303 [6.46, 10.29] blur 3 14 10.43 [7.473, 14.2] blur 4 15 10.26 [8.438, 12.22] blur 5 12 9.66 [7.959, 11.64] blur 6 14 6.513 [5.36, 7.799] blur 7 16 8.075 [6.072, 10.21] blur 8 16 12.3 [9.086, 16.06] blur 9 9 11.91 [10.19, 13.69]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0008682 [0.0004818, 0.001363] original block 1.0 KL(clean || intervened) 0.0058 [0.003724, 0.008155] original random0 1.0 KL(clean || intervened) 0.04926 [0.022, 0.09436] original random1 1.0 KL(clean || intervened) 0.05812 [0.03186, 0.08769] original random2 1.0 KL(clean || intervened) 0.03104 [0.01862, 0.04633] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.001792 [0.001136, 0.002525] grayscale block 1.0 KL(clean || intervened) 0.01257 [0.008277, 0.01763] grayscale random0 1.0 KL(clean || intervened) 0.1032 [0.06507, 0.1499] grayscale random1 1.0 KL(clean || intervened) 0.07405 [0.05, 0.1029] grayscale random2 1.0 KL(clean || intervened) 0.08483 [0.05428, 0.1213] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.01007 [0.007878, 0.01261] blur block 1.0 KL(clean || intervened) 0.05723 [0.04276, 0.07623] blur random0 1.0 KL(clean || intervened) 0.1589 [0.1217, 0.2028] blur random1 1.0 KL(clean || intervened) 0.1751 [0.1348, 0.2256] blur random2 1.0 KL(clean || intervened) 0.2084 [0.1485, 0.2782]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000, 0.998, 0.997, 0.988 0.996 / 0.569 original_b0/blur_b0 0.999, 0.998, 0.984, 0.018 0.749 / 0.500 grayscale_b0/blur_b0 0.998, 0.995, 0.984, 0.018, 0.004, 0.000 0.428 / 0.500
Layer 4 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 4 / 2 9 512 / 100352 5.04e-06 / 8.23e-05 grayscale 1 / 1 7 512 / 100352 5.18e-06 / 8.61e-05 blur 2 / 1 10 512 / 100352 6.23e-06 / 8.89e-05
+original_b0: 5 directions (qualified) Closure pass fraction 1.00; mean cos² 0.996; collective excess / null edge 102.48. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 46. Independent eval error: 0.008624240756034851.
+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 = 129; the scale is fixed across this block's panels.
+original: mean image activity 6.351 [5.342, 7.526]
+
high · ID 1002 · label 3
+
high · ID 2878 · label 8
+
high · ID 1215 · label 4
+
high · ID 284 · label 2
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 3894 · label 5
+
low · ID 1987 · label 7
+
grayscale: mean image activity 5.851 [4.789, 7.049]
+
high · ID 1002 · label 3
+
high · ID 2878 · label 8
+
high · ID 1215 · label 4
+
high · ID 284 · label 2
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 3894 · label 5
+
low · ID 1987 · label 7
+
blur: mean image activity 5.06 [4.329, 5.918]
+
high · ID 1002 · label 3
+
high · ID 2878 · label 8
+
high · ID 1215 · label 4
+
high · ID 284 · label 2
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 3894 · label 5
+
low · ID 1987 · label 7
+
Paired activity changes
+grayscale minus original: -0.4995 [-0.714, -0.2565]
+blur minus original: -1.291 [-1.927, -0.788]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.218 [3.932, 4.548] original 1 14 3.684 [3.364, 4.063] original 2 12 8.22 [4.977, 11.71] original 3 14 10.15 [5.107, 15.92] original 4 15 7.174 [4.462, 11.05] original 5 12 3.982 [2.932, 5.519] original 6 14 5.402 [3.378, 8.554] original 7 16 3.495 [3.088, 3.93] original 8 16 9.462 [5.33, 13.88] original 9 9 6.329 [3.805, 10.62] grayscale 0 6 3.541 [3.133, 3.966] grayscale 1 14 3.245 [3.077, 3.401] grayscale 2 12 6.947 [4.016, 9.963] grayscale 3 14 10.26 [5.007, 16.36] grayscale 4 15 6.209 [3.574, 10.17] grayscale 5 12 3.377 [2.61, 4.342] grayscale 6 14 4.756 [2.848, 7.786] grayscale 7 16 3.044 [2.77, 3.405] grayscale 8 16 8.888 [4.928, 13.34] grayscale 9 9 7.133 [3.645, 13.4] blur 0 6 3.862 [3.551, 4.151] blur 1 14 3.667 [3.368, 3.913] blur 2 12 4.926 [3.58, 6.177] blur 3 14 7.483 [4.009, 12.24] blur 4 15 5.288 [3.737, 8.149] blur 5 12 3.642 [3.369, 3.869] blur 6 14 4.732 [3.095, 7.589] blur 7 16 3.374 [2.903, 3.817] blur 8 16 6.539 [4.578, 9.137] blur 9 9 6.819 [4.18, 11.4]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.01066 [0.005595, 0.01666] original block 1.0 KL(clean || intervened) 0.07456 [0.04792, 0.1038] original random0 1.0 KL(clean || intervened) 0.8033 [0.5785, 1.057] original random1 1.0 KL(clean || intervened) 0.5771 [0.3905, 0.7816] original random2 1.0 KL(clean || intervened) 0.8653 [0.6424, 1.099] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.01963 [0.01317, 0.02728] grayscale block 1.0 KL(clean || intervened) 0.1352 [0.09051, 0.1877] grayscale random0 1.0 KL(clean || intervened) 0.5718 [0.4163, 0.735] grayscale random1 1.0 KL(clean || intervened) 1.07 [0.8352, 1.322] grayscale random2 1.0 KL(clean || intervened) 1.777 [1.476, 2.088] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.03475 [0.027, 0.04324] blur block 1.0 KL(clean || intervened) 0.1951 [0.1527, 0.2423] blur random0 1.0 KL(clean || intervened) 0.8604 [0.7098, 1.037] blur random1 1.0 KL(clean || intervened) 1.763 [1.519, 1.984] blur random2 1.0 KL(clean || intervened) 1.842 [1.591, 2.115]
original_b8: 2 directions (qualified) Closure pass fraction 0.83; mean cos² 0.919; collective excess / null edge 2.55. 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 = 39.4; the scale is fixed across this block's panels.
+original: mean image activity 2.804 [2.212, 3.536]
+
high · ID 2959 · label 8
+
high · ID 1410 · label 4
+
high · ID 1393 · label 4
+
high · ID 1814 · label 9
+
low · ID 164 · label 2
+
low · ID 3904 · label 5
+
low · ID 1987 · label 7
+
low · ID 2429 · label 1
+
grayscale: mean image activity 2.461 [1.778, 3.327]
+
high · ID 2959 · label 8
+
high · ID 1410 · label 4
+
high · ID 1393 · label 4
+
high · ID 1814 · label 9
+
low · ID 164 · label 2
+
low · ID 3904 · label 5
+
low · ID 1987 · label 7
+
low · ID 2429 · label 1
+
blur: mean image activity 1.285 [1.002, 1.605]
+
high · ID 2959 · label 8
+
high · ID 1410 · label 4
+
high · ID 1393 · label 4
+
high · ID 1814 · label 9
+
low · ID 164 · label 2
+
low · ID 3904 · label 5
+
low · ID 1987 · label 7
+
low · ID 2429 · label 1
+
Paired activity changes
+grayscale minus original: -0.3437 [-0.6578, 0.005621]
+blur minus original: -1.52 [-2.066, -1.085]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.589 [1.033, 2.225] original 1 14 1.686 [0.9579, 2.547] original 2 12 2.607 [1.664, 3.554] original 3 14 1.838 [1.139, 2.615] original 4 15 5.464 [3.256, 8.052] original 5 12 1.042 [0.6378, 1.546] original 6 14 2.166 [1.603, 2.709] original 7 16 1.044 [0.7922, 1.295] original 8 16 5.041 [1.999, 9.444] original 9 9 5.183 [2.489, 7.9] grayscale 0 6 0.6545 [0.4726, 0.8602] grayscale 1 14 0.8738 [0.5041, 1.375] grayscale 2 12 1.697 [0.9772, 2.4] grayscale 3 14 1.76 [0.9036, 2.804] grayscale 4 15 6.191 [2.584, 10.18] grayscale 5 12 0.4917 [0.3605, 0.6797] grayscale 6 14 1.42 [0.9241, 2.021] grayscale 7 16 0.4816 [0.397, 0.5875] grayscale 8 16 4.45 [1.431, 8.628] grayscale 9 9 6.248 [2.658, 9.881] blur 0 6 0.5817 [0.4094, 0.7848] blur 1 14 0.9111 [0.4172, 1.744] blur 2 12 0.8827 [0.6221, 1.185] blur 3 14 0.8838 [0.4773, 1.375] blur 4 15 2.729 [1.324, 4.392] blur 5 12 0.4166 [0.3102, 0.5767] blur 6 14 1.048 [0.6715, 1.48] blur 7 16 0.4474 [0.3464, 0.567] blur 8 16 2.084 [0.9212, 3.565] blur 9 9 2.682 [1.374, 4.003]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0003292 [8.401e-05, 0.0007165] original block 1.0 KL(clean || intervened) 0.001535 [0.0003313, 0.003802] original random0 1.0 KL(clean || intervened) 0.0003785 [0.0001796, 0.0006161] original random1 1.0 KL(clean || intervened) 0.0005466 [0.0003177, 0.0008298] original random2 1.0 KL(clean || intervened) 0.0007144 [0.0003882, 0.00106] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0005417 [0.0001965, 0.001039] grayscale block 1.0 KL(clean || intervened) 0.002741 [0.0008351, 0.005688] grayscale random0 1.0 KL(clean || intervened) 0.0007184 [0.0003414, 0.0013] grayscale random1 1.0 KL(clean || intervened) 0.0008192 [0.0005614, 0.001095] grayscale random2 1.0 KL(clean || intervened) 0.001412 [0.0009412, 0.002015] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.0006903 [0.0004203, 0.001099] blur block 1.0 KL(clean || intervened) 0.003752 [0.001891, 0.007044] blur random0 1.0 KL(clean || intervened) 0.001038 [0.0007951, 0.001297] blur random1 1.0 KL(clean || intervened) 0.001883 [0.001329, 0.002551] blur random2 1.0 KL(clean || intervened) 0.003071 [0.002235, 0.003944]
original_b15: 1 directions (closed, collective gate failed) Closure pass fraction 1.00; mean cos² 0.909; collective excess / null edge 0.85. 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 0.8599 [0.797, 0.9328]
+
high · ID 1595 · label 9
+
high · ID 0 · label 2
+
high · ID 1561 · label 9
+
high · ID 1064 · label 3
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
low · ID 3610 · label 5
+
low · ID 253 · label 2
+
grayscale: mean image activity 0.802 [0.7345, 0.8762]
+
high · ID 1595 · label 9
+
high · ID 0 · label 2
+
high · ID 1561 · label 9
+
high · ID 1064 · label 3
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
low · ID 3610 · label 5
+
low · ID 253 · label 2
+
blur: mean image activity 1.07 [0.9797, 1.174]
+
high · ID 1595 · label 9
+
high · ID 0 · label 2
+
high · ID 1561 · label 9
+
high · ID 1064 · label 3
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
low · ID 3610 · label 5
+
low · ID 253 · label 2
+
Paired activity changes
+grayscale minus original: -0.05788 [-0.09271, -0.02461]
+blur minus original: 0.2101 [0.1565, 0.2726]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.985 [0.7711, 1.179] original 1 14 1.085 [0.9296, 1.231] original 2 12 0.8156 [0.5318, 1.108] original 3 14 0.9009 [0.6921, 1.135] original 4 15 0.981 [0.8265, 1.14] original 5 12 0.6481 [0.476, 0.8378] original 6 14 0.6229 [0.4904, 0.765] original 7 16 0.6455 [0.5221, 0.8036] original 8 16 0.8949 [0.7575, 1.041] original 9 9 1.19 [0.9314, 1.478] grayscale 0 6 0.7962 [0.583, 1.071] grayscale 1 14 0.8498 [0.7283, 0.9619] grayscale 2 12 0.8035 [0.52, 1.085] grayscale 3 14 0.8205 [0.6015, 1.066] grayscale 4 15 0.9637 [0.8144, 1.137] grayscale 5 12 0.5814 [0.4099, 0.7559] grayscale 6 14 0.633 [0.4748, 0.8422] grayscale 7 16 0.6035 [0.4601, 0.8095] grayscale 8 16 0.8679 [0.6969, 1.047] grayscale 9 9 1.224 [0.9571, 1.482] blur 0 6 1.006 [0.851, 1.156] blur 1 14 1.228 [0.9649, 1.523] blur 2 12 0.9959 [0.6644, 1.329] blur 3 14 1.067 [0.7935, 1.392] blur 4 15 1.267 [1.035, 1.557] blur 5 12 0.8111 [0.6513, 0.9772] blur 6 14 0.7334 [0.601, 0.8757] blur 7 16 0.8587 [0.6272, 1.187] blur 8 16 1.199 [0.9185, 1.489] blur 9 9 1.657 [1.254, 2.118]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 5.256e-07 [3.225e-07, 7.733e-07] original block 1.0 KL(clean || intervened) 2.04e-06 [1.208e-06, 3.018e-06] original random0 1.0 KL(clean || intervened) 3.102e-06 [1.497e-06, 5.023e-06] original random1 1.0 KL(clean || intervened) 4.503e-06 [2.58e-06, 6.96e-06] original random2 1.0 KL(clean || intervened) 5.93e-06 [3.169e-06, 8.934e-06] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 7.056e-07 [4.745e-07, 1.01e-06] grayscale block 1.0 KL(clean || intervened) 2.748e-06 [1.811e-06, 3.946e-06] grayscale random0 1.0 KL(clean || intervened) 5.858e-06 [2.794e-06, 1.058e-05] grayscale random1 1.0 KL(clean || intervened) 6.6e-06 [4.603e-06, 8.615e-06] grayscale random2 1.0 KL(clean || intervened) 1.201e-05 [7.845e-06, 1.729e-05] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 3.346e-06 [2.568e-06, 4.177e-06] blur block 1.0 KL(clean || intervened) 1.335e-05 [1.023e-05, 1.668e-05] blur random0 1.0 KL(clean || intervened) 8.368e-06 [6.493e-06, 1.037e-05] blur random1 1.0 KL(clean || intervened) 1.527e-05 [1.077e-05, 2.061e-05] blur random2 1.0 KL(clean || intervened) 2.504e-05 [1.85e-05, 3.194e-05]
grayscale_b0: 7 directions (qualified) Closure pass fraction 0.92; mean cos² 0.990; collective excess / null edge 69.63. 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 = 132; the scale is fixed across this block's panels.
+original: mean image activity 6.58 [5.709, 7.665]
+
high · ID 2959 · label 8
+
high · ID 1002 · label 3
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
low · ID 3610 · label 5
+
low · ID 164 · label 2
+
low · ID 3894 · label 5
+
low · ID 909 · label 3
+
grayscale: mean image activity 9.151 [7.973, 10.53]
+
high · ID 2959 · label 8
+
high · ID 1002 · label 3
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
low · ID 3610 · label 5
+
low · ID 164 · label 2
+
low · ID 3894 · label 5
+
low · ID 909 · label 3
+
blur: mean image activity 6.408 [5.823, 7.103]
+
high · ID 2959 · label 8
+
high · ID 1002 · label 3
+
high · ID 1814 · label 9
+
high · ID 1215 · label 4
+
low · ID 3610 · label 5
+
low · ID 164 · label 2
+
low · ID 3894 · label 5
+
low · ID 909 · label 3
+
Paired activity changes
+grayscale minus original: 2.571 [1.975, 3.257]
+blur minus original: -0.1726 [-0.8611, 0.3851]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.505 [4.235, 4.81] original 1 14 4.34 [3.866, 4.989] original 2 12 5.617 [3.542, 8.415] original 3 14 7.903 [4.599, 11.98] original 4 15 9.548 [6.419, 13.15] original 5 12 3.919 [3.156, 4.779] original 6 14 4.873 [3.726, 6.702] original 7 16 3.843 [3.443, 4.277] original 8 16 10.72 [7.063, 15.37] original 9 9 9.442 [5.276, 14.3] grayscale 0 6 6.792 [6.106, 7.587] grayscale 1 14 7.805 [6.271, 9.615] grayscale 2 12 5.816 [3.872, 8.201] grayscale 3 14 10.76 [7.036, 15.51] grayscale 4 15 13.47 [8.919, 18.49] grayscale 5 12 5.337 [4.317, 6.353] grayscale 6 14 6.207 [4.845, 8.041] grayscale 7 16 5.164 [4.357, 6.191] grayscale 8 16 13.78 [9.76, 18.63] grayscale 9 9 16.08 [8.997, 23.55] blur 0 6 4.872 [4.492, 5.229] blur 1 14 5.135 [4.66, 5.612] blur 2 12 5.329 [4.205, 6.496] blur 3 14 7.356 [4.734, 10.85] blur 4 15 8.634 [6.467, 11.29] blur 5 12 4.66 [4.325, 4.959] blur 6 14 5.532 [4.327, 7.553] blur 7 16 4.588 [3.908, 5.383] blur 8 16 8.088 [6.442, 9.94] blur 9 9 9.604 [6.345, 13.78]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.01124 [0.00588, 0.01763] original block 1.0 KL(clean || intervened) 0.07941 [0.04933, 0.1109] original random0 1.0 KL(clean || intervened) 0.7226 [0.5081, 0.961] original random1 1.0 KL(clean || intervened) 0.534 [0.3558, 0.727] original random2 1.0 KL(clean || intervened) 0.8053 [0.6046, 1.027] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.02047 [0.01371, 0.02829] grayscale block 1.0 KL(clean || intervened) 0.1413 [0.09522, 0.1945] grayscale random0 1.0 KL(clean || intervened) 0.5119 [0.3727, 0.6615] grayscale random1 1.0 KL(clean || intervened) 0.9957 [0.7705, 1.237] grayscale random2 1.0 KL(clean || intervened) 1.675 [1.383, 1.976] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.03769 [0.02956, 0.04682] blur block 1.0 KL(clean || intervened) 0.2191 [0.1727, 0.2699] blur random0 1.0 KL(clean || intervened) 0.8325 [0.6875, 1.006] blur random1 1.0 KL(clean || intervened) 1.69 [1.45, 1.908] blur random2 1.0 KL(clean || intervened) 1.782 [1.536, 2.055]
blur_b0: 7 directions (qualified) Closure pass fraction 0.83; mean cos² 0.985; collective excess / null edge 77.63. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 39. Independent eval error: 0.009101120755076408.
+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 = 119; the scale is fixed across this block's panels.
+original: mean image activity 5.604 [5.009, 6.307]
+
high · ID 1002 · label 3
+
high · ID 2878 · label 8
+
high · ID 1215 · label 4
+
high · ID 284 · label 2
+
low · ID 3610 · label 5
+
low · ID 164 · label 2
+
low · ID 3336 · label 6
+
low · ID 3894 · label 5
+
grayscale: mean image activity 5.621 [4.996, 6.349]
+
high · ID 1002 · label 3
+
high · ID 2878 · label 8
+
high · ID 1215 · label 4
+
high · ID 284 · label 2
+
low · ID 3610 · label 5
+
low · ID 164 · label 2
+
low · ID 3336 · label 6
+
low · ID 3894 · label 5
+
blur: mean image activity 11.08 [10.33, 11.83]
+
high · ID 1002 · label 3
+
high · ID 2878 · label 8
+
high · ID 1215 · label 4
+
high · ID 284 · label 2
+
low · ID 3610 · label 5
+
low · ID 164 · label 2
+
low · ID 3336 · label 6
+
low · ID 3894 · label 5
+
Paired activity changes
+grayscale minus original: 0.01745 [-0.1411, 0.2082]
+blur minus original: 5.477 [4.717, 6.234]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.826 [4.575, 5.119] original 1 14 4.387 [4.176, 4.618] original 2 12 5.484 [3.84, 7.851] original 3 14 7.67 [4.69, 11.28] original 4 15 6.135 [4.443, 8.568] original 5 12 4.25 [3.501, 5.101] original 6 14 4.621 [3.734, 6.092] original 7 16 4.129 [3.77, 4.478] original 8 16 7.766 [5.533, 10.37] original 9 9 6.189 [4.277, 9.093] grayscale 0 6 4.574 [3.922, 5.323] grayscale 1 14 4.349 [4.138, 4.547] grayscale 2 12 5.18 [3.601, 7.194] grayscale 3 14 8.027 [4.808, 11.86] grayscale 4 15 6.12 [4.451, 8.761] grayscale 5 12 4.149 [3.495, 4.753] grayscale 6 14 4.546 [3.614, 5.978] grayscale 7 16 4.027 [3.687, 4.401] grayscale 8 16 7.558 [5.564, 9.965] grayscale 9 9 7.342 [4.71, 11.69] blur 0 6 9.814 [9.074, 10.59] blur 1 14 7.969 [7.198, 8.769] blur 2 12 13.47 [10.2, 16.86] blur 3 14 13.1 [9.843, 16.51] blur 4 15 10.74 [8.651, 13.33] blur 5 12 10.79 [8.837, 13.19] blur 6 14 10.17 [8.64, 12.26] blur 7 16 9.19 [7.693, 11.1] blur 8 16 11.67 [9.739, 13.68] blur 9 9 15.13 [12.25, 18.26]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.009781 [0.005022, 0.01547] original block 1.0 KL(clean || intervened) 0.06788 [0.04244, 0.09454] original random0 1.0 KL(clean || intervened) 0.9392 [0.6931, 1.205] original random1 1.0 KL(clean || intervened) 0.6405 [0.4424, 0.8555] original random2 1.0 KL(clean || intervened) 0.9766 [0.734, 1.239] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.01917 [0.0134, 0.02654] grayscale block 1.0 KL(clean || intervened) 0.1372 [0.09287, 0.1907] grayscale random0 1.0 KL(clean || intervened) 0.664 [0.4846, 0.8468] grayscale random1 1.0 KL(clean || intervened) 1.175 [0.9284, 1.442] grayscale random2 1.0 KL(clean || intervened) 1.95 [1.635, 2.265] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.05115 [0.03902, 0.06405] blur block 1.0 KL(clean || intervened) 0.2829 [0.2272, 0.3505] blur random0 1.0 KL(clean || intervened) 0.9034 [0.7465, 1.087] blur random1 1.0 KL(clean || intervened) 1.865 [1.619, 2.093] blur random2 1.0 KL(clean || intervened) 1.946 [1.69, 2.229]
blur_b7: 3 directions (closed, collective gate failed) Closure pass fraction 0.83; mean cos² 0.947; collective excess / null edge -1.54. 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 = 45.6; the scale is fixed across this block's panels.
+original: mean image activity 2.113 [1.977, 2.267]
+
high · ID 2847 · label 8
+
high · ID 2764 · label 8
+
high · ID 3112 · label 8
+
high · ID 1708 · label 9
+
low · ID 2045 · label 7
+
low · ID 3336 · label 6
+
low · ID 3587 · label 5
+
low · ID 2192 · label 7
+
grayscale: mean image activity 2.147 [2.01, 2.292]
+
high · ID 2847 · label 8
+
high · ID 2764 · label 8
+
high · ID 3112 · label 8
+
high · ID 1708 · label 9
+
low · ID 2045 · label 7
+
low · ID 3336 · label 6
+
low · ID 3587 · label 5
+
low · ID 2192 · label 7
+
blur: mean image activity 4.49 [4.196, 4.854]
+
high · ID 2847 · label 8
+
high · ID 2764 · label 8
+
high · ID 3112 · label 8
+
high · ID 1708 · label 9
+
low · ID 2045 · label 7
+
low · ID 3336 · label 6
+
low · ID 3587 · label 5
+
low · ID 2192 · label 7
+
Paired activity changes
+grayscale minus original: 0.0342 [-0.02591, 0.09635]
+blur minus original: 2.378 [2.078, 2.73]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.199 [1.916, 2.459] original 1 14 2.283 [1.99, 2.608] original 2 12 1.818 [1.589, 2.052] original 3 14 2.197 [1.936, 2.48] original 4 15 1.876 [1.636, 2.131] original 5 12 1.828 [1.571, 2.092] original 6 14 1.693 [1.472, 1.903] original 7 16 1.846 [1.603, 2.079] original 8 16 2.955 [2.284, 3.768] original 9 9 2.455 [1.887, 3.013] grayscale 0 6 2.121 [1.925, 2.32] grayscale 1 14 2.31 [1.963, 2.711] grayscale 2 12 1.78 [1.511, 2.086] grayscale 3 14 2.363 [2.052, 2.715] grayscale 4 15 2.063 [1.724, 2.497] grayscale 5 12 1.908 [1.664, 2.179] grayscale 6 14 1.733 [1.437, 2.028] grayscale 7 16 1.793 [1.549, 2.063] grayscale 8 16 2.834 [2.259, 3.54] grayscale 9 9 2.573 [2.073, 3.061] blur 0 6 5.313 [3.976, 6.482] blur 1 14 4.116 [3.61, 4.69] blur 2 12 3.343 [2.895, 3.857] blur 3 14 4.608 [3.901, 5.419] blur 4 15 4.571 [3.741, 5.64] blur 5 12 4.294 [3.441, 5.168] blur 6 14 4.497 [3.648, 5.425] blur 7 16 5.005 [3.606, 7.069] blur 8 16 4.534 [3.829, 5.397] blur 9 9 4.997 [3.821, 6.353]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 7.828e-05 [4.38e-05, 0.0001251] original block 1.0 KL(clean || intervened) 0.000315 [0.0001768, 0.0005033] original random0 1.0 KL(clean || intervened) 0.0008221 [0.0003876, 0.001343] original random1 1.0 KL(clean || intervened) 0.001192 [0.0006964, 0.001795] original random2 1.0 KL(clean || intervened) 0.001576 [0.0008623, 0.002338] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0001101 [7.429e-05, 0.0001491] grayscale block 1.0 KL(clean || intervened) 0.000441 [0.0002989, 0.0005992] grayscale random0 1.0 KL(clean || intervened) 0.001562 [0.0007418, 0.002827] grayscale random1 1.0 KL(clean || intervened) 0.001807 [0.001231, 0.002427] grayscale random2 1.0 KL(clean || intervened) 0.003083 [0.002066, 0.004355] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.003736 [0.002182, 0.006086] blur block 1.0 KL(clean || intervened) 0.01535 [0.009041, 0.02504] blur random0 1.0 KL(clean || intervened) 0.002278 [0.001729, 0.002851] blur random1 1.0 KL(clean || intervened) 0.00413 [0.002931, 0.005595] blur random2 1.0 KL(clean || intervened) 0.006898 [0.005005, 0.008943]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000, 1.000, 0.998, 0.995, 0.000 0.798 / 0.570 original_b0/blur_b0 1.000, 0.999, 0.991, 0.920, 0.001 0.782 / 0.559 original_b0/blur_b7 0.066, 0.025, 0.001 0.018 / 0.030 original_b8/grayscale_b0 0.928, 0.003 0.466 / 0.133 original_b8/blur_b0 0.003, 0.000 0.002 / 0.000 original_b8/blur_b7 0.017, 0.004 0.011 / 0.007 original_b15/grayscale_b0 0.207 0.207 / 0.030 original_b15/blur_b0 0.193 0.193 / 0.028 original_b15/blur_b7 0.088 0.088 / 0.029 grayscale_b0/blur_b0 1.000, 0.999, 0.992, 0.968, 0.912, 0.000, 0.000 0.696 / 0.696 grayscale_b0/blur_b7 0.078, 0.029, 0.003 0.016 / 0.036
Layer 5 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 6 512 / 100352 7.12e-06 / 0.000299 grayscale 4 / 1 13 512 / 100352 8.76e-06 / 0.000291 blur 2 / 1 6 512 / 100352 4.86e-06 / 0.000332
+original_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.980; collective excess / null edge 74.85. 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 = 124; the scale is fixed across this block's panels.
+original: mean image activity 7.779 [6.689, 9.072]
+
high · ID 2792 · label 8
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1410 · label 4
+
low · ID 2324 · label 7
+
low · ID 2192 · label 7
+
low · ID 984 · label 3
+
low · ID 1472 · label 4
+
grayscale: mean image activity 6.724 [5.826, 7.841]
+
high · ID 2792 · label 8
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1410 · label 4
+
low · ID 2324 · label 7
+
low · ID 2192 · label 7
+
low · ID 984 · label 3
+
low · ID 1472 · label 4
+
blur: mean image activity 6.8 [5.925, 7.842]
+
high · ID 2792 · label 8
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
high · ID 1410 · label 4
+
low · ID 2324 · label 7
+
low · ID 2192 · label 7
+
low · ID 984 · label 3
+
low · ID 1472 · label 4
+
Paired activity changes
+grayscale minus original: -1.055 [-1.474, -0.6645]
+blur minus original: -0.9789 [-1.649, -0.3618]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.67 [4.148, 5.196] original 1 14 4.61 [4.085, 5.158] original 2 12 6.775 [5.306, 8.3] original 3 14 10.49 [6.602, 14.69] original 4 15 11.22 [7.024, 16.3] original 5 12 5.107 [3.899, 6.936] original 6 14 6.141 [4.597, 8.207] original 7 16 4.831 [4.159, 5.623] original 8 16 12.65 [7.976, 18.06] original 9 9 8.86 [5.893, 13.15] grayscale 0 6 4.7 [3.87, 5.376] grayscale 1 14 4.285 [3.671, 4.987] grayscale 2 12 5.991 [4.666, 7.436] grayscale 3 14 9.187 [5.964, 12.89] grayscale 4 15 9.68 [5.863, 14.89] grayscale 5 12 4.831 [3.865, 6.256] grayscale 6 14 5.424 [3.88, 7.561] grayscale 7 16 4.404 [3.894, 4.914] grayscale 8 16 9.718 [6.007, 14.04] grayscale 9 9 7.436 [4.829, 11.33] blur 0 6 5.081 [4.512, 5.721] blur 1 14 3.954 [3.516, 4.419] blur 2 12 5.951 [4.6, 7.497] blur 3 14 7.69 [5.718, 9.871] blur 4 15 8.366 [5.411, 12.41] blur 5 12 4.536 [3.963, 5.206] blur 6 14 6.434 [4.958, 8.396] blur 7 16 5.36 [4.502, 6.218] blur 8 16 10.5 [6.46, 15.02] blur 9 9 9.078 [5.32, 14.47]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 3.613 [3.279, 3.966] original block 1.0 KL(clean || intervened) 5.244 [5.003, 5.475] original random0 1.0 KL(clean || intervened) 4.386 [4.103, 4.671] original random1 1.0 KL(clean || intervened) 3.927 [3.626, 4.224] original random2 1.0 KL(clean || intervened) 5.412 [5.162, 5.657] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 3.973 [3.646, 4.327] grayscale block 1.0 KL(clean || intervened) 5.242 [5.021, 5.467] grayscale random0 1.0 KL(clean || intervened) 4.967 [4.65, 5.286] grayscale random1 1.0 KL(clean || intervened) 4.572 [4.208, 4.956] grayscale random2 1.0 KL(clean || intervened) 5.388 [5.086, 5.695] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 2.673 [2.339, 3.005] blur block 1.0 KL(clean || intervened) 3.742 [3.373, 4.098] blur random0 1.0 KL(clean || intervened) 3.194 [2.883, 3.527] blur random1 1.0 KL(clean || intervened) 3.014 [2.701, 3.338] blur random2 1.0 KL(clean || intervened) 3.885 [3.531, 4.255]
grayscale_b0: 7 directions (qualified) Closure pass fraction 0.83; mean cos² 0.982; collective excess / null edge 64.26. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 32. Independent eval error: 0.009726371616125107.
+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 = 99.7; the scale is fixed across this block's panels.
+original: mean image activity 5.777 [5.115, 6.586]
+
high · ID 2792 · label 8
+
high · ID 910 · label 3
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
low · ID 89 · label 2
+
low · ID 3823 · label 5
+
low · ID 984 · label 3
+
low · ID 2324 · label 7
+
grayscale: mean image activity 13.08 [11.77, 14.48]
+
high · ID 2792 · label 8
+
high · ID 910 · label 3
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
low · ID 89 · label 2
+
low · ID 3823 · label 5
+
low · ID 984 · label 3
+
low · ID 2324 · label 7
+
blur: mean image activity 5.205 [4.608, 5.896]
+
high · ID 2792 · label 8
+
high · ID 910 · label 3
+
high · ID 1215 · label 4
+
high · ID 2795 · label 8
+
low · ID 89 · label 2
+
low · ID 3823 · label 5
+
low · ID 984 · label 3
+
low · ID 2324 · label 7
+
Paired activity changes
+grayscale minus original: 7.301 [6.239, 8.454]
+blur minus original: -0.5721 [-1.069, -0.1072]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 4.164 [3.607, 4.818] original 1 14 3.855 [3.346, 4.394] original 2 12 5.357 [4.233, 6.593] original 3 14 8.13 [5.389, 11.07] original 4 15 6.784 [4.65, 9.432] original 5 12 4.315 [3.168, 5.995] original 6 14 5.058 [3.782, 6.795] original 7 16 3.894 [3.403, 4.363] original 8 16 8.897 [6.032, 12.18] original 9 9 5.931 [4.152, 8.508] grayscale 0 6 13.3 [10.87, 15.47] grayscale 1 14 15.27 [10.86, 20.34] grayscale 2 12 11.94 [8.289, 16.44] grayscale 3 14 15.43 [11.6, 19.53] grayscale 4 15 12.56 [9.109, 15.91] grayscale 5 12 9.513 [6.471, 13.47] grayscale 6 14 9.729 [7.964, 11.62] grayscale 7 16 10.13 [7.976, 12.51] grayscale 8 16 18.36 [14.31, 22.2] grayscale 9 9 14.03 [10.49, 17.53] blur 0 6 4.461 [3.899, 4.962] blur 1 14 3.291 [2.851, 3.736] blur 2 12 4.811 [3.667, 6.22] blur 3 14 6.205 [4.643, 7.849] blur 4 15 5.421 [3.757, 7.47] blur 5 12 3.774 [3.251, 4.376] blur 6 14 5.074 [3.896, 6.642] blur 7 16 4.244 [3.703, 4.712] blur 8 16 7.897 [5.323, 10.93] blur 9 9 6.317 [3.775, 10.38]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 3.846 [3.507, 4.207] original block 1.0 KL(clean || intervened) 5.237 [4.993, 5.465] original random0 1.0 KL(clean || intervened) 4.415 [4.135, 4.696] original random1 1.0 KL(clean || intervened) 3.926 [3.625, 4.223] original random2 1.0 KL(clean || intervened) 5.403 [5.153, 5.649] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 4.129 [3.801, 4.474] grayscale block 1.0 KL(clean || intervened) 5.245 [5.022, 5.471] grayscale random0 1.0 KL(clean || intervened) 4.982 [4.664, 5.3] grayscale random1 1.0 KL(clean || intervened) 4.571 [4.207, 4.956] grayscale random2 1.0 KL(clean || intervened) 5.384 [5.081, 5.692] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 2.852 [2.494, 3.197] blur block 1.0 KL(clean || intervened) 3.746 [3.377, 4.103] blur random0 1.0 KL(clean || intervened) 3.207 [2.896, 3.539] blur random1 1.0 KL(clean || intervened) 3.014 [2.7, 3.338] blur random2 1.0 KL(clean || intervened) 3.882 [3.529, 4.254]
grayscale_b7: 2 directions (closed, collective gate failed) Closure pass fraction 0.83; mean cos² 0.926; collective excess / null edge 0.49. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 35. Independent eval error: 0.004987796302884817.
+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 = 56.8; the scale is fixed across this block's panels.
+original: mean image activity 2.026 [1.02, 3.273]
+
high · ID 2959 · label 8
+
high · ID 3078 · label 8
+
high · ID 1410 · label 4
+
high · ID 1561 · label 9
+
low · ID 2764 · label 8
+
low · ID 984 · label 3
+
low · ID 3874 · label 5
+
low · ID 3651 · label 5
+
grayscale: mean image activity 4.181 [3.359, 5.122]
+
high · ID 2959 · label 8
+
high · ID 3078 · label 8
+
high · ID 1410 · label 4
+
high · ID 1561 · label 9
+
low · ID 2764 · label 8
+
low · ID 984 · label 3
+
low · ID 3874 · label 5
+
low · ID 3651 · label 5
+
blur: mean image activity 1.614 [0.8831, 2.668]
+
high · ID 2959 · label 8
+
high · ID 3078 · label 8
+
high · ID 1410 · label 4
+
high · ID 1561 · label 9
+
low · ID 2764 · label 8
+
low · ID 984 · label 3
+
low · ID 3874 · label 5
+
low · ID 3651 · label 5
+
Paired activity changes
+grayscale minus original: 2.156 [1.474, 2.743]
+blur minus original: -0.4117 [-1.087, 0.0756]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.2442 [0.1869, 0.3022] original 1 14 0.2716 [0.2134, 0.3463] original 2 12 0.3184 [0.2502, 0.3955] original 3 14 0.378 [0.2267, 0.6166] original 4 15 4.185 [1.414, 8.172] original 5 12 0.2015 [0.1747, 0.2343] original 6 14 0.7052 [0.3429, 1.19] original 7 16 0.9437 [0.3034, 2.141] original 8 16 7.957 [1.284, 16.45] original 9 9 3.047 [0.5103, 6.548] grayscale 0 6 3.199 [1.811, 4.684] grayscale 1 14 4.163 [3.171, 5.197] grayscale 2 12 3.068 [2.214, 3.915] grayscale 3 14 3.048 [1.802, 4.477] grayscale 4 15 5.328 [2.685, 8.788] grayscale 5 12 2.808 [2.161, 3.429] grayscale 6 14 2.259 [1.678, 2.913] grayscale 7 16 3.36 [2.506, 4.236] grayscale 8 16 8.34 [3.56, 14.48] grayscale 9 9 5.088 [2.72, 7.988] blur 0 6 0.1998 [0.1592, 0.2412] blur 1 14 0.3061 [0.2076, 0.4385] blur 2 12 0.2724 [0.2155, 0.3383] blur 3 14 0.3875 [0.1895, 0.7463] blur 4 15 4.063 [1.003, 8.078] blur 5 12 0.1862 [0.1625, 0.2116] blur 6 14 0.5885 [0.2448, 1.046] blur 7 16 0.2705 [0.2141, 0.3322] blur 8 16 5.515 [1.319, 11.81] blur 9 9 3.157 [0.485, 6.879]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 8.776e-05 [1.912e-05, 0.000182] original block 1.0 KL(clean || intervened) 0.0005896 [9.237e-05, 0.001377] original random0 1.0 KL(clean || intervened) 0.0001477 [6.503e-05, 0.0002666] original random1 1.0 KL(clean || intervened) 7.528e-05 [4.205e-05, 0.0001115] original random2 1.0 KL(clean || intervened) 0.0004063 [0.0001805, 0.0006834] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0003373 [5.067e-05, 0.0008286] grayscale block 1.0 KL(clean || intervened) 0.0015 [0.0002274, 0.003577] grayscale random0 1.0 KL(clean || intervened) 0.0002011 [0.0001166, 0.000305] grayscale random1 1.0 KL(clean || intervened) 0.0001659 [9.55e-05, 0.0002467] grayscale random2 1.0 KL(clean || intervened) 0.0005973 [0.0003428, 0.0009491] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.002159 [0.0004252, 0.004675] blur block 1.0 KL(clean || intervened) 0.01146 [0.00155, 0.02784] blur random0 1.0 KL(clean || intervened) 0.0004379 [0.0003221, 0.0006004] blur random1 1.0 KL(clean || intervened) 0.0002814 [0.0002135, 0.0003555] blur random2 1.0 KL(clean || intervened) 0.001019 [0.000681, 0.001534]
grayscale_b12: 1 directions (closed, collective gate failed) Closure pass fraction 0.92; mean cos² 0.932; collective excess / null edge 0.43. 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 = 12.4; the scale is fixed across this block's panels.
+original: mean image activity 1.296 [1.137, 1.451]
+
high · ID 1064 · label 3
+
high · ID 282 · label 2
+
high · ID 2792 · label 8
+
high · ID 3379 · label 6
+
low · ID 1987 · label 7
+
low · ID 896 · label 3
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
grayscale: mean image activity 1.288 [1.114, 1.481]
+
high · ID 1064 · label 3
+
high · ID 282 · label 2
+
high · ID 2792 · label 8
+
high · ID 3379 · label 6
+
low · ID 1987 · label 7
+
low · ID 896 · label 3
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
blur: mean image activity 0.5081 [0.4725, 0.547]
+
high · ID 1064 · label 3
+
high · ID 282 · label 2
+
high · ID 2792 · label 8
+
high · ID 3379 · label 6
+
low · ID 1987 · label 7
+
low · ID 896 · label 3
+
low · ID 164 · label 2
+
low · ID 120 · label 2
+
Paired activity changes
+grayscale minus original: -0.008697 [-0.1329, 0.119]
+blur minus original: -0.7881 [-0.928, -0.6465]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.254 [0.9264, 1.651] original 1 14 1.411 [1.035, 1.82] original 2 12 1.298 [0.7923, 1.883] original 3 14 1.426 [0.876, 2.225] original 4 15 1.843 [1.331, 2.337] original 5 12 1.102 [0.7795, 1.445] original 6 14 1.291 [0.944, 1.76] original 7 16 0.8276 [0.5377, 1.174] original 8 16 1.344 [0.9504, 1.797] original 9 9 1.043 [0.7379, 1.385] grayscale 0 6 0.8778 [0.6744, 1.081] grayscale 1 14 1.035 [0.7548, 1.385] grayscale 2 12 1.446 [0.8876, 2.13] grayscale 3 14 1.377 [0.8516, 2.001] grayscale 4 15 1.631 [1.124, 2.148] grayscale 5 12 0.9558 [0.7398, 1.2] grayscale 6 14 1.364 [0.8902, 1.962] grayscale 7 16 0.9683 [0.5947, 1.457] grayscale 8 16 1.684 [1.011, 2.542] grayscale 9 9 1.216 [0.9229, 1.517] blur 0 6 0.4366 [0.3513, 0.5264] blur 1 14 0.4098 [0.3745, 0.4547] blur 2 12 0.5263 [0.4648, 0.5869] blur 3 14 0.5757 [0.452, 0.7277] blur 4 15 0.5755 [0.4808, 0.6895] blur 5 12 0.405 [0.3564, 0.4635] blur 6 14 0.5005 [0.4007, 0.6385] blur 7 16 0.3924 [0.3587, 0.4334] blur 8 16 0.6409 [0.4798, 0.8489] blur 9 9 0.586 [0.4897, 0.6826]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 6.788e-05 [3.153e-05, 0.0001138] original block 1.0 KL(clean || intervened) 0.0002722 [0.0001262, 0.0004574] original random0 1.0 KL(clean || intervened) 0.0001581 [6.962e-05, 0.0002854] original random1 1.0 KL(clean || intervened) 8.054e-05 [4.502e-05, 0.0001192] original random2 1.0 KL(clean || intervened) 0.0004349 [0.0001934, 0.0007316] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0001119 [7.111e-05, 0.000163] grayscale block 1.0 KL(clean || intervened) 0.0004449 [0.0002815, 0.0006449] grayscale random0 1.0 KL(clean || intervened) 0.0002153 [0.0001248, 0.0003266] grayscale random1 1.0 KL(clean || intervened) 0.0001777 [0.0001022, 0.0002643] grayscale random2 1.0 KL(clean || intervened) 0.0006393 [0.0003672, 0.001016] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.0002149 [0.0001585, 0.0002779] blur block 1.0 KL(clean || intervened) 0.000852 [0.0006272, 0.001104] blur random0 1.0 KL(clean || intervened) 0.0004688 [0.0003447, 0.0006434] blur random1 1.0 KL(clean || intervened) 0.0003013 [0.0002286, 0.0003807] blur random2 1.0 KL(clean || intervened) 0.001093 [0.0007285, 0.001655]
blur_b0: 4 directions (qualified) Closure pass fraction 1.00; mean cos² 1.000; collective excess / null edge 106.03. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 15. Independent eval error: 0.008177759125828743.
+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 = 75.3; the scale is fixed across this block's panels.
+original: mean image activity 3.249 [3.002, 3.509]
+
high · ID 2847 · label 8
+
high · ID 2764 · label 8
+
high · ID 3398 · label 6
+
high · ID 253 · label 2
+
low · ID 1939 · label 7
+
low · ID 279 · label 2
+
low · ID 89 · label 2
+
low · ID 1387 · label 4
+
grayscale: mean image activity 3.264 [3.061, 3.483]
+
high · ID 2847 · label 8
+
high · ID 2764 · label 8
+
high · ID 3398 · label 6
+
high · ID 253 · label 2
+
low · ID 1939 · label 7
+
low · ID 279 · label 2
+
low · ID 89 · label 2
+
low · ID 1387 · label 4
+
blur: mean image activity 6.485 [5.808, 7.257]
+
high · ID 2847 · label 8
+
high · ID 2764 · label 8
+
high · ID 3398 · label 6
+
high · ID 253 · label 2
+
low · ID 1939 · label 7
+
low · ID 279 · label 2
+
low · ID 89 · label 2
+
low · ID 1387 · label 4
+
Paired activity changes
+grayscale minus original: 0.01487 [-0.1426, 0.1792]
+blur minus original: 3.236 [2.55, 4.054]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 3.593 [3.042, 4.122] original 1 14 3.467 [2.831, 4.159] original 2 12 3.466 [2.526, 4.655] original 3 14 3.159 [2.853, 3.503] original 4 15 2.43 [2.222, 2.659] original 5 12 2.914 [2.461, 3.44] original 6 14 3.357 [2.624, 4.354] original 7 16 3.099 [2.641, 3.601] original 8 16 3.915 [2.679, 5.433] original 9 9 3.252 [2.724, 3.947] grayscale 0 6 3.686 [2.963, 4.273] grayscale 1 14 3.629 [2.968, 4.41] grayscale 2 12 3.289 [2.59, 4.023] grayscale 3 14 3.441 [3.057, 3.908] grayscale 4 15 2.572 [2.31, 2.823] grayscale 5 12 3.263 [2.869, 3.741] grayscale 6 14 2.926 [2.373, 3.687] grayscale 7 16 3.259 [2.788, 3.732] grayscale 8 16 3.615 [2.861, 4.704] grayscale 9 9 3.166 [2.688, 3.746] blur 0 6 8.858 [5.61, 12.35] blur 1 14 4.834 [4.175, 5.588] blur 2 12 4.767 [3.651, 6.125] blur 3 14 6.813 [4.878, 8.968] blur 4 15 6.76 [5.156, 8.453] blur 5 12 5.346 [4.197, 6.67] blur 6 14 7.268 [5.009, 10.41] blur 7 16 7.993 [5.291, 11.7] blur 8 16 5.962 [4.736, 7.533] blur 9 9 7.335 [5.095, 10.49]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 3.844 [3.505, 4.209] original block 1.0 KL(clean || intervened) 5.206 [4.953, 5.441] original random0 1.0 KL(clean || intervened) 4.376 [4.092, 4.661] original random1 1.0 KL(clean || intervened) 3.956 [3.656, 4.25] original random2 1.0 KL(clean || intervened) 5.447 [5.197, 5.689] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 4.142 [3.814, 4.487] grayscale block 1.0 KL(clean || intervened) 5.23 [5.006, 5.457] grayscale random0 1.0 KL(clean || intervened) 4.962 [4.645, 5.281] grayscale random1 1.0 KL(clean || intervened) 4.59 [4.227, 4.974] grayscale random2 1.0 KL(clean || intervened) 5.405 [5.106, 5.708] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 2.835 [2.479, 3.186] blur block 1.0 KL(clean || intervened) 3.738 [3.369, 4.097] blur random0 1.0 KL(clean || intervened) 3.19 [2.879, 3.523] blur random1 1.0 KL(clean || intervened) 3.024 [2.709, 3.349] blur random2 1.0 KL(clean || intervened) 3.894 [3.541, 4.261]
blur_b7: 2 directions (closed, collective gate failed) Closure pass fraction 0.83; mean cos² 0.931; collective excess / null edge 0.23. 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 = 21.8; the scale is fixed across this block's panels.
+original: mean image activity 1.477 [1.261, 1.718]
+
high · ID 504 · label 0
+
high · ID 1159 · label 4
+
high · ID 2764 · label 8
+
high · ID 1545 · label 9
+
low · ID 2045 · label 7
+
low · ID 164 · label 2
+
low · ID 2510 · label 1
+
low · ID 3861 · label 5
+
grayscale: mean image activity 1.428 [1.222, 1.654]
+
high · ID 504 · label 0
+
high · ID 1159 · label 4
+
high · ID 2764 · label 8
+
high · ID 1545 · label 9
+
low · ID 2045 · label 7
+
low · ID 164 · label 2
+
low · ID 2510 · label 1
+
low · ID 3861 · label 5
+
blur: mean image activity 2.28 [1.949, 2.668]
+
high · ID 504 · label 0
+
high · ID 1159 · label 4
+
high · ID 2764 · label 8
+
high · ID 1545 · label 9
+
low · ID 2045 · label 7
+
low · ID 164 · label 2
+
low · ID 2510 · label 1
+
low · ID 3861 · label 5
+
Paired activity changes
+grayscale minus original: -0.04887 [-0.1199, 0.029]
+blur minus original: 0.8024 [0.5966, 1.058]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.358 [0.8618, 4.55] original 1 14 1.091 [0.793, 1.525] original 2 12 0.9645 [0.7467, 1.205] original 3 14 1.276 [1.009, 1.58] original 4 15 2.375 [1.622, 3.313] original 5 12 0.7198 [0.6123, 0.8562] original 6 14 1.179 [0.8586, 1.578] original 7 16 1.503 [0.9989, 2.093] original 8 16 1.55 [1.082, 2.336] original 9 9 2.29 [1.561, 3.242] grayscale 0 6 2.627 [0.8424, 5.028] grayscale 1 14 1.099 [0.8109, 1.476] grayscale 2 12 0.9545 [0.7423, 1.187] grayscale 3 14 1.152 [0.8991, 1.455] grayscale 4 15 2.411 [1.653, 3.25] grayscale 5 12 0.8056 [0.6109, 1.045] grayscale 6 14 1.129 [0.8543, 1.451] grayscale 7 16 1.402 [0.9279, 1.938] grayscale 8 16 1.373 [0.9863, 2.011] grayscale 9 9 2.008 [1.33, 2.974] blur 0 6 3.591 [1.199, 6.731] blur 1 14 1.833 [1.039, 3.102] blur 2 12 1.334 [0.9964, 1.739] blur 3 14 2.485 [1.576, 3.65] blur 4 15 3.104 [2.209, 4.133] blur 5 12 1.152 [0.8927, 1.451] blur 6 14 1.786 [1.36, 2.264] blur 7 16 3.042 [1.777, 4.687] blur 8 16 1.999 [1.344, 3.022] blur 9 9 3.083 [2.411, 3.765]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0001602 [9.853e-05, 0.0002298] original block 1.0 KL(clean || intervened) 0.0006666 [0.0004071, 0.0009446] original random0 1.0 KL(clean || intervened) 0.001372 [0.0006044, 0.00248] original random1 1.0 KL(clean || intervened) 0.0007004 [0.0004096, 0.001015] original random2 1.0 KL(clean || intervened) 0.00423 [0.001935, 0.006851] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0003908 [0.0002419, 0.000545] grayscale block 1.0 KL(clean || intervened) 0.001591 [0.0009657, 0.002273] grayscale random0 1.0 KL(clean || intervened) 0.001882 [0.001079, 0.002869] grayscale random1 1.0 KL(clean || intervened) 0.001623 [0.0009257, 0.002445] grayscale random2 1.0 KL(clean || intervened) 0.006009 [0.003611, 0.009088] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.00195 [0.001367, 0.002667] blur block 1.0 KL(clean || intervened) 0.007351 [0.005272, 0.009788] blur random0 1.0 KL(clean || intervened) 0.004151 [0.002928, 0.005971] blur random1 1.0 KL(clean || intervened) 0.002742 [0.002085, 0.003507] blur random2 1.0 KL(clean || intervened) 0.01305 [0.006688, 0.02626]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000, 1.000, 0.987, 0.983, 0.007, 0.001 0.663 / 0.568 original_b0/grayscale_b7 0.122, 0.020 0.024 / 0.071 original_b0/grayscale_b12 0.009 0.001 / 0.009 original_b0/blur_b0 1.000, 1.000, 0.364, 0.003 0.395 / 0.592 original_b0/blur_b7 0.313, 0.007 0.053 / 0.160 grayscale_b0/blur_b0 1.000, 0.999, 0.356, 0.000 0.336 / 0.589 grayscale_b0/blur_b7 0.071, 0.006 0.011 / 0.038 grayscale_b7/blur_b0 0.001, 0.000 0.001 / 0.000 grayscale_b7/blur_b7 0.020, 0.013 0.017 / 0.017 grayscale_b12/blur_b0 0.022 0.022 / 0.005 grayscale_b12/blur_b7 0.004 0.004 / 0.002
Layer 6 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 6 512 / 100352 7.9e-06 / 0.000272 grayscale 2 / 1 4 512 / 100352 1.13e-05 / 0.00021 blur 1 / 1 6 512 / 100352 5.98e-06 / 0.000251
+original_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.987; collective excess / null edge 54.77. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 40. Independent eval error: 0.008010988123714924.
+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 = 63.5; the scale is fixed across this block's panels.
+original: mean image activity 6.79 [5.81, 7.748]
+
high · ID 3078 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
high · ID 2750 · label 8
+
low · ID 164 · label 2
+
low · ID 2045 · label 7
+
low · ID 3810 · label 5
+
low · ID 120 · label 2
+
grayscale: mean image activity 6.533 [5.541, 7.537]
+
high · ID 3078 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
high · ID 2750 · label 8
+
low · ID 164 · label 2
+
low · ID 2045 · label 7
+
low · ID 3810 · label 5
+
low · ID 120 · label 2
+
blur: mean image activity 5.289 [4.63, 5.986]
+
high · ID 3078 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
high · ID 2750 · label 8
+
low · ID 164 · label 2
+
low · ID 2045 · label 7
+
low · ID 3810 · label 5
+
low · ID 120 · label 2
+
Paired activity changes
+grayscale minus original: -0.2563 [-0.4822, -0.007665]
+blur minus original: -1.501 [-2.15, -0.84]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 5.648 [4.432, 6.998] original 1 14 5.723 [4.664, 6.704] original 2 12 3.885 [3.139, 4.665] original 3 14 4.574 [3.86, 5.45] original 4 15 6.329 [4.663, 8.15] original 5 12 3.845 [3.223, 4.631] original 6 14 4.986 [4.232, 5.829] original 7 16 4.456 [3.726, 5.237] original 8 16 18.1 [13.41, 22.37] original 9 9 8.073 [5.737, 10.35] grayscale 0 6 4.781 [3.979, 5.688] grayscale 1 14 4.95 [4.06, 5.899] grayscale 2 12 3.721 [3.048, 4.402] grayscale 3 14 4.391 [3.331, 5.978] grayscale 4 15 6.733 [4.985, 8.579] grayscale 5 12 3.55 [3.002, 4.39] grayscale 6 14 4.514 [3.652, 5.51] grayscale 7 16 4.295 [3.6, 4.99] grayscale 8 16 18.06 [13.13, 22.42] grayscale 9 9 7.517 [5.58, 9.502] blur 0 6 4.21 [3.434, 5.051] blur 1 14 4.285 [3.56, 5.083] blur 2 12 3.426 [2.963, 3.93] blur 3 14 4.005 [3.421, 4.686] blur 4 15 5.968 [4.463, 7.595] blur 5 12 3.313 [2.835, 3.954] blur 6 14 4.203 [3.46, 5.156] blur 7 16 3.922 [3.376, 4.61] blur 8 16 10.72 [7.112, 14.86] blur 9 9 8.019 [4.917, 11.81]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.03184 [0.021, 0.04332] original block 1.0 KL(clean || intervened) 0.1486 [0.09878, 0.1968] original random0 1.0 KL(clean || intervened) 1.142 [0.916, 1.37] original random1 1.0 KL(clean || intervened) 3.873 [3.502, 4.237] original random2 1.0 KL(clean || intervened) 0.6254 [0.4504, 0.8003] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.06303 [0.03985, 0.08954] grayscale block 1.0 KL(clean || intervened) 0.2899 [0.209, 0.3711] grayscale random0 1.0 KL(clean || intervened) 1.668 [1.412, 1.928] grayscale random1 1.0 KL(clean || intervened) 4.009 [3.684, 4.355] grayscale random2 1.0 KL(clean || intervened) 0.888 [0.7248, 1.069] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.09235 [0.06918, 0.1172] blur block 1.0 KL(clean || intervened) 0.4108 [0.3225, 0.51] blur random0 1.0 KL(clean || intervened) 1.358 [1.178, 1.539] blur random1 1.0 KL(clean || intervened) 2.875 [2.533, 3.236] blur random2 1.0 KL(clean || intervened) 1.158 [0.973, 1.335]
grayscale_b0: 3 directions (qualified) Closure pass fraction 0.92; mean cos² 0.984; collective excess / null edge 140.25. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.00841587595641613.
+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 = 42.2; the scale is fixed across this block's panels.
+original: mean image activity 2.407 [1.902, 2.967]
+
high · ID 3078 · label 8
+
high · ID 2274 · label 7
+
high · ID 2959 · label 8
+
high · ID 3112 · label 8
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 3610 · label 5
+
grayscale: mean image activity 5.324 [4.619, 6.016]
+
high · ID 3078 · label 8
+
high · ID 2274 · label 7
+
high · ID 2959 · label 8
+
high · ID 3112 · label 8
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 3610 · label 5
+
blur: mean image activity 2.392 [1.901, 2.997]
+
high · ID 3078 · label 8
+
high · ID 2274 · label 7
+
high · ID 2959 · label 8
+
high · ID 3112 · label 8
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 3610 · label 5
+
Paired activity changes
+grayscale minus original: 2.917 [2.41, 3.454]
+blur minus original: -0.01483 [-0.3358, 0.3392]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.237 [1.143, 1.302] original 1 14 1.38 [1.136, 1.712] original 2 12 1.318 [1.124, 1.502] original 3 14 1.484 [1.091, 2.039] original 4 15 3.915 [2.663, 5.232] original 5 12 1.018 [0.9494, 1.083] original 6 14 1.924 [1.347, 2.703] original 7 16 2.24 [1.161, 4.074] original 8 16 4.113 [1.54, 7.253] original 9 9 5.018 [3.086, 6.956] grayscale 0 6 4.011 [3.05, 4.944] grayscale 1 14 5.622 [3.878, 7.797] grayscale 2 12 2.747 [2.147, 3.346] grayscale 3 14 4.159 [2.559, 6.114] grayscale 4 15 6.09 [4.528, 7.638] grayscale 5 12 4.032 [2.937, 5.32] grayscale 6 14 6.163 [4.593, 7.817] grayscale 7 16 5.839 [4.579, 7.331] grayscale 8 16 7.022 [3.642, 11.23] grayscale 9 9 6.189 [4.721, 7.741] blur 0 6 1.17 [1.018, 1.31] blur 1 14 1.367 [1.108, 1.669] blur 2 12 1.262 [1.129, 1.39] blur 3 14 1.411 [1.114, 1.796] blur 4 15 3.447 [2.421, 4.601] blur 5 12 1.025 [0.9317, 1.13] blur 6 14 1.839 [1.293, 2.489] blur 7 16 2.057 [1.233, 3.344] blur 8 16 4.724 [1.886, 8.34] blur 9 9 5.204 [2.285, 8.868]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.02981 [0.01944, 0.04159] original block 1.0 KL(clean || intervened) 0.1433 [0.09731, 0.1921] original random0 1.0 KL(clean || intervened) 1.133 [0.9079, 1.36] original random1 1.0 KL(clean || intervened) 3.83 [3.458, 4.193] original random2 1.0 KL(clean || intervened) 0.6206 [0.4457, 0.7938] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.06118 [0.03847, 0.0879] grayscale block 1.0 KL(clean || intervened) 0.2915 [0.2106, 0.3773] grayscale random0 1.0 KL(clean || intervened) 1.657 [1.401, 1.916] grayscale random1 1.0 KL(clean || intervened) 3.967 [3.638, 4.31] grayscale random2 1.0 KL(clean || intervened) 0.8803 [0.7187, 1.06] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.08795 [0.06547, 0.1118] blur block 1.0 KL(clean || intervened) 0.3876 [0.3087, 0.4768] blur random0 1.0 KL(clean || intervened) 1.35 [1.171, 1.531] blur random1 1.0 KL(clean || intervened) 2.854 [2.512, 3.214] blur random2 1.0 KL(clean || intervened) 1.152 [0.9674, 1.328]
grayscale_b5: 1 directions (closed, collective gate failed) Closure pass fraction 1.00; mean cos² 0.986; collective excess / null edge 0.20. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 11. Independent eval error: 0.006860517431050539.
+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 = 37.7; the scale is fixed across this block's panels.
+original: mean image activity 1.16 [0.7077, 1.707]
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 3078 · label 8
+
high · ID 1814 · label 9
+
low · ID 2641 · label 1
+
low · ID 89 · label 2
+
low · ID 2375 · label 1
+
low · ID 1387 · label 4
+
grayscale: mean image activity 2.658 [1.872, 3.542]
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 3078 · label 8
+
high · ID 1814 · label 9
+
low · ID 2641 · label 1
+
low · ID 89 · label 2
+
low · ID 2375 · label 1
+
low · ID 1387 · label 4
+
blur: mean image activity 0.608 [0.3272, 0.9726]
+
high · ID 2795 · label 8
+
high · ID 1215 · label 4
+
high · ID 3078 · label 8
+
high · ID 1814 · label 9
+
low · ID 2641 · label 1
+
low · ID 89 · label 2
+
low · ID 2375 · label 1
+
low · ID 1387 · label 4
+
Paired activity changes
+grayscale minus original: 1.498 [1.095, 1.919]
+blur minus original: -0.5516 [-0.9092, -0.2653]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.1211 [0.09391, 0.1512] original 1 14 0.1296 [0.09874, 0.1645] original 2 12 0.2716 [0.1861, 0.3608] original 3 14 0.871 [0.1893, 1.735] original 4 15 2.847 [1.207, 4.914] original 5 12 0.3644 [0.1027, 0.8612] original 6 14 0.7493 [0.13, 1.889] original 7 16 0.4352 [0.1236, 0.9379] original 8 16 3.335 [1.092, 6.331] original 9 9 1.394 [0.1987, 3.718] grayscale 0 6 0.4494 [0.3573, 0.5638] grayscale 1 14 1.333 [0.5981, 2.273] grayscale 2 12 0.7314 [0.3542, 1.229] grayscale 3 14 2.06 [1.033, 3.323] grayscale 4 15 5.614 [2.356, 9.48] grayscale 5 12 1.374 [0.3546, 3.211] grayscale 6 14 1.38 [0.3245, 3.157] grayscale 7 16 0.8652 [0.3697, 1.688] grayscale 8 16 6.508 [3.39, 10.55] grayscale 9 9 4.808 [1.802, 8.08] blur 0 6 0.09977 [0.07518, 0.1221] blur 1 14 0.1038 [0.08318, 0.1245] blur 2 12 0.184 [0.1406, 0.2263] blur 3 14 0.3207 [0.1265, 0.6139] blur 4 15 1.321 [0.2871, 3.086] blur 5 12 0.09741 [0.0771, 0.1187] blur 6 14 0.3853 [0.1113, 0.8992] blur 7 16 0.1792 [0.08994, 0.3114] blur 8 16 1.599 [0.6414, 2.857] blur 9 9 1.582 [0.1756, 4.328]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 8.076e-06 [2.197e-06, 1.673e-05] original block 1.0 KL(clean || intervened) 3.278e-05 [8.87e-06, 6.784e-05] original random0 1.0 KL(clean || intervened) 2.845e-05 [1.585e-05, 4.273e-05] original random1 1.0 KL(clean || intervened) 0.0001144 [5.82e-05, 0.0001842] original random2 1.0 KL(clean || intervened) 2.007e-05 [1.074e-05, 3.082e-05] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 1.325e-05 [6.78e-06, 2.087e-05] grayscale block 1.0 KL(clean || intervened) 5.327e-05 [2.719e-05, 8.39e-05] grayscale random0 1.0 KL(clean || intervened) 4.803e-05 [3.182e-05, 6.569e-05] grayscale random1 1.0 KL(clean || intervened) 0.0001648 [0.0001099, 0.0002283] grayscale random2 1.0 KL(clean || intervened) 3.429e-05 [2.296e-05, 4.708e-05] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 3.563e-05 [8.229e-06, 7.442e-05] blur block 1.0 KL(clean || intervened) 0.0001374 [3.303e-05, 0.0002853] blur random0 1.0 KL(clean || intervened) 8.445e-05 [6.543e-05, 0.0001067] blur random1 1.0 KL(clean || intervened) 0.0003945 [0.0002959, 0.0005129] blur random2 1.0 KL(clean || intervened) 6.036e-05 [4.721e-05, 7.563e-05]
blur_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.983; collective excess / null edge 60.68. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 18. Independent eval error: 0.007808099966496229.
+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 = 60.6; the scale is fixed across this block's panels.
+original: mean image activity 3.183 [2.636, 3.784]
+
high · ID 3078 · label 8
+
high · ID 3112 · label 8
+
high · ID 2959 · label 8
+
high · ID 2764 · label 8
+
low · ID 164 · label 2
+
low · ID 2045 · label 7
+
low · ID 3810 · label 5
+
low · ID 889 · label 3
+
grayscale: mean image activity 3.354 [2.702, 4.057]
+
high · ID 3078 · label 8
+
high · ID 3112 · label 8
+
high · ID 2959 · label 8
+
high · ID 2764 · label 8
+
low · ID 164 · label 2
+
low · ID 2045 · label 7
+
low · ID 3810 · label 5
+
low · ID 889 · label 3
+
blur: mean image activity 11.68 [10.07, 13.32]
+
high · ID 3078 · label 8
+
high · ID 3112 · label 8
+
high · ID 2959 · label 8
+
high · ID 2764 · label 8
+
low · ID 164 · label 2
+
low · ID 2045 · label 7
+
low · ID 3810 · label 5
+
low · ID 889 · label 3
+
Paired activity changes
+grayscale minus original: 0.1713 [-0.06458, 0.4066]
+blur minus original: 8.502 [7.308, 9.824]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.956 [1.742, 2.194] original 1 14 2.25 [1.683, 3.121] original 2 12 1.986 [1.511, 2.767] original 3 14 2.285 [1.78, 2.957] original 4 15 4.467 [3.013, 5.988] original 5 12 1.495 [1.396, 1.587] original 6 14 2.396 [1.844, 3.107] original 7 16 2.234 [1.637, 3.101] original 8 16 6.32 [3.27, 9.919] original 9 9 5.883 [3.791, 7.973] grayscale 0 6 1.739 [1.636, 1.876] grayscale 1 14 2.184 [1.675, 2.911] grayscale 2 12 1.876 [1.563, 2.281] grayscale 3 14 2.639 [1.685, 4.206] grayscale 4 15 5.167 [3.51, 6.837] grayscale 5 12 1.501 [1.404, 1.595] grayscale 6 14 2.6 [1.818, 3.557] grayscale 7 16 2.315 [1.699, 3.156] grayscale 8 16 6.848 [2.969, 11.42] grayscale 9 9 5.588 [3.829, 7.496] blur 0 6 10.87 [6.602, 15.25] blur 1 14 9.799 [6.545, 13.68] blur 2 12 5.671 [4.644, 6.845] blur 3 14 9.538 [6.637, 12.84] blur 4 15 16.53 [12.01, 21.34] blur 5 12 6.123 [4.525, 8.269] blur 6 14 12.49 [9.179, 16.58] blur 7 16 12.18 [8.732, 16.21] blur 8 16 16.5 [10.68, 23.74] blur 9 9 15.17 [8.443, 22.42]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.02866 [0.01861, 0.03992] original block 1.0 KL(clean || intervened) 0.1398 [0.09495, 0.1866] original random0 1.0 KL(clean || intervened) 1.189 [0.9574, 1.418] original random1 1.0 KL(clean || intervened) 3.87 [3.499, 4.234] original random2 1.0 KL(clean || intervened) 0.6245 [0.4495, 0.799] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.06085 [0.03805, 0.08804] grayscale block 1.0 KL(clean || intervened) 0.2881 [0.2062, 0.3714] grayscale random0 1.0 KL(clean || intervened) 1.727 [1.468, 1.987] grayscale random1 1.0 KL(clean || intervened) 4.006 [3.681, 4.351] grayscale random2 1.0 KL(clean || intervened) 0.8865 [0.7236, 1.067] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.09857 [0.07604, 0.1205] blur block 1.0 KL(clean || intervened) 0.4034 [0.3223, 0.4948] blur random0 1.0 KL(clean || intervened) 1.395 [1.211, 1.577] blur random1 1.0 KL(clean || intervened) 2.873 [2.531, 3.234] blur random2 1.0 KL(clean || intervened) 1.157 [0.972, 1.333]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000, 0.983, 0.001 0.331 / 0.661 original_b0/grayscale_b5 0.001 0.000 / 0.001 original_b0/blur_b0 1.000, 0.970, 0.026, 0.009, 0.004, 0.000 0.335 / 0.335 grayscale_b0/blur_b0 1.000, 0.965, 0.000 0.655 / 0.327 grayscale_b5/blur_b0 0.000 0.000 / 0.000
Layer 7 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 2 / 1 3 512 / 100352 5.46e-06 / 2.15e-05 grayscale 1 / 1 2 512 / 100352 5.07e-06 / 1.97e-05 blur 1 / 1 2 512 / 100352 5.27e-06 / 1.8e-05
+original_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 1.000; collective excess / null edge 219.78. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.00799976009875536.
+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 = 20.1; the scale is fixed across this block's panels.
+original: mean image activity 1.015 [0.9678, 1.062]
+
high · ID 0 · label 2
+
high · ID 130 · label 2
+
high · ID 2999 · label 8
+
high · ID 994 · label 3
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 2192 · label 7
+
grayscale: mean image activity 0.9707 [0.9259, 1.017]
+
high · ID 0 · label 2
+
high · ID 130 · label 2
+
high · ID 2999 · label 8
+
high · ID 994 · label 3
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 2192 · label 7
+
blur: mean image activity 0.9728 [0.9433, 1.005]
+
high · ID 0 · label 2
+
high · ID 130 · label 2
+
high · ID 2999 · label 8
+
high · ID 994 · label 3
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 2192 · label 7
+
Paired activity changes
+grayscale minus original: -0.04455 [-0.06295, -0.0257]
+blur minus original: -0.04238 [-0.07499, -0.008481]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.016 [0.9196, 1.1] original 1 14 0.9885 [0.9102, 1.074] original 2 12 1.252 [0.9629, 1.563] original 3 14 0.9992 [0.821, 1.215] original 4 15 1.008 [0.9215, 1.091] original 5 12 0.872 [0.8006, 0.9435] original 6 14 0.8909 [0.8181, 0.963] original 7 16 0.9024 [0.8277, 0.9735] original 8 16 1.119 [1.007, 1.251] original 9 9 1.179 [1.062, 1.29] grayscale 0 6 0.9532 [0.8621, 1.044] grayscale 1 14 0.9517 [0.8867, 1.024] grayscale 2 12 1.184 [0.9001, 1.479] grayscale 3 14 0.9449 [0.7736, 1.145] grayscale 4 15 0.961 [0.8599, 1.059] grayscale 5 12 0.8616 [0.7881, 0.9398] grayscale 6 14 0.812 [0.764, 0.861] grayscale 7 16 0.8794 [0.8018, 0.9537] grayscale 8 16 1.075 [0.9865, 1.203] grayscale 9 9 1.152 [1.003, 1.342] blur 0 6 0.9728 [0.9043, 1.045] blur 1 14 0.9499 [0.8583, 1.054] blur 2 12 1.047 [0.9303, 1.167] blur 3 14 0.964 [0.8274, 1.14] blur 4 15 0.9768 [0.9048, 1.05] blur 5 12 0.8758 [0.81, 0.9355] blur 6 14 0.8922 [0.8319, 0.9559] blur 7 16 0.9104 [0.8578, 0.9632] blur 8 16 1.049 [0.9926, 1.114] blur 9 9 1.147 [1.028, 1.271]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0003875 [0.0002483, 0.0005425] original block 1.0 KL(clean || intervened) 0.001474 [0.0009443, 0.002055] original random0 1.0 KL(clean || intervened) 0.03645 [0.02261, 0.05276] original random1 1.0 KL(clean || intervened) 0.02733 [0.01757, 0.03878] original random2 1.0 KL(clean || intervened) 0.03493 [0.02103, 0.05357] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0007333 [0.0004869, 0.001017] grayscale block 1.0 KL(clean || intervened) 0.002845 [0.001894, 0.003981] grayscale random0 1.0 KL(clean || intervened) 0.05217 [0.03602, 0.07019] grayscale random1 1.0 KL(clean || intervened) 0.05213 [0.03216, 0.0786] grayscale random2 1.0 KL(clean || intervened) 0.06743 [0.04472, 0.09235] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.001024 [0.0007803, 0.001307] blur block 1.0 KL(clean || intervened) 0.004131 [0.003172, 0.005303] blur random0 1.0 KL(clean || intervened) 0.08934 [0.06759, 0.1177] blur random1 1.0 KL(clean || intervened) 0.07928 [0.05773, 0.1065] blur random2 1.0 KL(clean || intervened) 0.1045 [0.07901, 0.1296]
original_b3: 2 directions (closed, collective gate failed) Closure pass fraction 0.83; mean cos² 0.945; collective excess / null edge -7.31. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 35. Independent eval error: 0.009348965249955654.
+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 = 13.1; the scale is fixed across this block's panels.
+original: mean image activity 1.989 [1.843, 2.147]
+
high · ID 1679 · label 9
+
high · ID 1545 · label 9
+
high · ID 3004 · label 8
+
high · ID 1595 · label 9
+
low · ID 164 · label 2
+
low · ID 3810 · label 5
+
low · ID 1987 · label 7
+
low · ID 2795 · label 8
+
grayscale: mean image activity 1.926 [1.778, 2.095]
+
high · ID 1679 · label 9
+
high · ID 1545 · label 9
+
high · ID 3004 · label 8
+
high · ID 1595 · label 9
+
low · ID 164 · label 2
+
low · ID 3810 · label 5
+
low · ID 1987 · label 7
+
low · ID 2795 · label 8
+
blur: mean image activity 2.067 [1.919, 2.24]
+
high · ID 1679 · label 9
+
high · ID 1545 · label 9
+
high · ID 3004 · label 8
+
high · ID 1595 · label 9
+
low · ID 164 · label 2
+
low · ID 3810 · label 5
+
low · ID 1987 · label 7
+
low · ID 2795 · label 8
+
Paired activity changes
+grayscale minus original: -0.06262 [-0.1514, 0.03644]
+blur minus original: 0.07803 [-0.02711, 0.1872]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 2.218 [1.533, 2.979] original 1 14 1.938 [1.587, 2.317] original 2 12 1.821 [1.373, 2.338] original 3 14 2.061 [1.665, 2.522] original 4 15 1.919 [1.599, 2.282] original 5 12 1.396 [1.157, 1.64] original 6 14 1.962 [1.696, 2.223] original 7 16 1.642 [1.358, 1.932] original 8 16 2.253 [1.847, 2.711] original 9 9 3.121 [2.255, 4.044] grayscale 0 6 2.413 [1.798, 3.27] grayscale 1 14 1.812 [1.526, 2.129] grayscale 2 12 1.819 [1.317, 2.35] grayscale 3 14 2.049 [1.523, 2.662] grayscale 4 15 1.816 [1.515, 2.105] grayscale 5 12 1.59 [1.234, 2.02] grayscale 6 14 1.731 [1.474, 2.011] grayscale 7 16 1.583 [1.317, 1.898] grayscale 8 16 2.081 [1.662, 2.65] grayscale 9 9 2.998 [2.18, 3.874] blur 0 6 2.741 [1.811, 3.949] blur 1 14 2.329 [1.816, 2.875] blur 2 12 1.733 [1.458, 2.019] blur 3 14 2.147 [1.787, 2.539] blur 4 15 2.039 [1.728, 2.358] blur 5 12 1.513 [1.24, 1.796] blur 6 14 2.081 [1.772, 2.397] blur 7 16 1.732 [1.475, 2.056] blur 8 16 2.235 [1.711, 2.989] blur 9 9 2.588 [1.831, 3.44]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 2.175e-05 [1.38e-05, 3.167e-05] original block 1.0 KL(clean || intervened) 8.619e-05 [5.467e-05, 0.0001262] original random0 1.0 KL(clean || intervened) 0.0007486 [0.0004374, 0.001153] original random1 1.0 KL(clean || intervened) 0.0006046 [0.000371, 0.0008825] original random2 1.0 KL(clean || intervened) 0.0006289 [0.0004048, 0.0008783] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 6.028e-05 [3.772e-05, 8.598e-05] grayscale block 1.0 KL(clean || intervened) 0.0002387 [0.0001499, 0.0003395] grayscale random0 1.0 KL(clean || intervened) 0.0009835 [0.0006743, 0.001342] grayscale random1 1.0 KL(clean || intervened) 0.001117 [0.000697, 0.001641] grayscale random2 1.0 KL(clean || intervened) 0.001359 [0.0008822, 0.001886] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.0001085 [7.896e-05, 0.0001414] blur block 1.0 KL(clean || intervened) 0.0004308 [0.0003136, 0.0005606] blur random0 1.0 KL(clean || intervened) 0.00187 [0.001504, 0.002282] blur random1 1.0 KL(clean || intervened) 0.001683 [0.00122, 0.002237] blur random2 1.0 KL(clean || intervened) 0.002318 [0.001703, 0.002996]
grayscale_b0: 2 directions (qualified) Closure pass fraction 1.00; mean cos² 0.992; collective excess / null edge 116.16. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.008686049841344357.
+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 = 22.7; the scale is fixed across this block's panels.
+original: mean image activity 1.348 [1.231, 1.497]
+
high · ID 2274 · label 7
+
high · ID 2999 · label 8
+
high · ID 1218 · label 4
+
high · ID 615 · label 0
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 2192 · label 7
+
low · ID 3256 · label 6
+
grayscale: mean image activity 3.195 [2.82, 3.579]
+
high · ID 2274 · label 7
+
high · ID 2999 · label 8
+
high · ID 1218 · label 4
+
high · ID 615 · label 0
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 2192 · label 7
+
low · ID 3256 · label 6
+
blur: mean image activity 1.241 [1.167, 1.329]
+
high · ID 2274 · label 7
+
high · ID 2999 · label 8
+
high · ID 1218 · label 4
+
high · ID 615 · label 0
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 2192 · label 7
+
low · ID 3256 · label 6
+
Paired activity changes
+grayscale minus original: 1.848 [1.496, 2.234]
+blur minus original: -0.107 [-0.2227, -0.006092]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.892 [1.324, 2.487] original 1 14 1.148 [1.061, 1.242] original 2 12 1.438 [1.151, 1.739] original 3 14 1.197 [1.022, 1.395] original 4 15 1.69 [1.331, 2.148] original 5 12 1.075 [0.9812, 1.165] original 6 14 1.08 [1.001, 1.158] original 7 16 1.421 [0.9621, 2.245] original 8 16 1.441 [1.193, 1.867] original 9 9 1.328 [1.213, 1.447] grayscale 0 6 7.079 [4.96, 8.662] grayscale 1 14 3.719 [2.606, 5.116] grayscale 2 12 1.88 [1.53, 2.29] grayscale 3 14 3.589 [1.915, 5.782] grayscale 4 15 3.199 [2.524, 4.01] grayscale 5 12 3.062 [2.237, 3.933] grayscale 6 14 3.786 [2.865, 4.656] grayscale 7 16 2.738 [1.978, 3.626] grayscale 8 16 2.518 [1.813, 3.351] grayscale 9 9 2.205 [1.648, 2.91] blur 0 6 1.56 [1.275, 1.836] blur 1 14 1.103 [0.9892, 1.217] blur 2 12 1.247 [1.114, 1.395] blur 3 14 1.111 [0.9644, 1.289] blur 4 15 1.325 [1.123, 1.628] blur 5 12 1.078 [1.008, 1.136] blur 6 14 1.105 [1.031, 1.178] blur 7 16 1.192 [0.9886, 1.524] blur 8 16 1.511 [1.184, 1.954] blur 9 9 1.333 [1.186, 1.462]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0004077 [0.0002552, 0.0005745] original block 1.0 KL(clean || intervened) 0.001542 [0.0009828, 0.002171] original random0 1.0 KL(clean || intervened) 0.03603 [0.02233, 0.05213] original random1 1.0 KL(clean || intervened) 0.02752 [0.01771, 0.03905] original random2 1.0 KL(clean || intervened) 0.03613 [0.02166, 0.05542] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0008479 [0.0005828, 0.001152] grayscale block 1.0 KL(clean || intervened) 0.00328 [0.002249, 0.00446] grayscale random0 1.0 KL(clean || intervened) 0.05154 [0.03561, 0.06938] grayscale random1 1.0 KL(clean || intervened) 0.0525 [0.03238, 0.07926] grayscale random2 1.0 KL(clean || intervened) 0.06938 [0.04617, 0.09497] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.001074 [0.0008207, 0.001374] blur block 1.0 KL(clean || intervened) 0.00431 [0.003289, 0.005573] blur random0 1.0 KL(clean || intervened) 0.08829 [0.06681, 0.1162] blur random1 1.0 KL(clean || intervened) 0.07985 [0.05813, 0.1073] blur random2 1.0 KL(clean || intervened) 0.1074 [0.08127, 0.1331]
blur_b0: 2 directions (qualified) Closure pass fraction 0.83; mean cos² 0.956; collective excess / null edge 137.46. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 21. Independent eval error: 0.009688961319625378.
+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 = 20.4; the scale is fixed across this block's panels.
+original: mean image activity 1.885 [1.758, 2.028]
+
high · ID 1679 · label 9
+
high · ID 1545 · label 9
+
high · ID 3112 · label 8
+
high · ID 0 · label 2
+
low · ID 164 · label 2
+
low · ID 3894 · label 5
+
low · ID 3810 · label 5
+
low · ID 889 · label 3
+
grayscale: mean image activity 1.757 [1.638, 1.891]
+
high · ID 1679 · label 9
+
high · ID 1545 · label 9
+
high · ID 3112 · label 8
+
high · ID 0 · label 2
+
low · ID 164 · label 2
+
low · ID 3894 · label 5
+
low · ID 3810 · label 5
+
low · ID 889 · label 3
+
blur: mean image activity 2.142 [2.021, 2.281]
+
high · ID 1679 · label 9
+
high · ID 1545 · label 9
+
high · ID 3112 · label 8
+
high · ID 0 · label 2
+
low · ID 164 · label 2
+
low · ID 3894 · label 5
+
low · ID 3810 · label 5
+
low · ID 889 · label 3
+
Paired activity changes
+grayscale minus original: -0.1289 [-0.1866, -0.06598]
+blur minus original: 0.2563 [0.1797, 0.3361]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.623 [1.49, 1.755] original 1 14 1.666 [1.505, 1.837] original 2 12 1.955 [1.516, 2.425] original 3 14 1.966 [1.595, 2.407] original 4 15 1.916 [1.631, 2.258] original 5 12 1.459 [1.262, 1.649] original 6 14 1.519 [1.355, 1.714] original 7 16 1.52 [1.314, 1.768] original 8 16 2.272 [1.954, 2.612] original 9 9 3.234 [2.404, 4.136] grayscale 0 6 1.525 [1.422, 1.62] grayscale 1 14 1.547 [1.411, 1.716] grayscale 2 12 1.873 [1.422, 2.355] grayscale 3 14 1.875 [1.452, 2.355] grayscale 4 15 1.78 [1.537, 2.037] grayscale 5 12 1.409 [1.237, 1.594] grayscale 6 14 1.341 [1.223, 1.489] grayscale 7 16 1.458 [1.27, 1.679] grayscale 8 16 2.007 [1.777, 2.272] grayscale 9 9 3.053 [2.312, 3.912] blur 0 6 2.019 [1.826, 2.196] blur 1 14 2.097 [1.798, 2.352] blur 2 12 2 [1.756, 2.251] blur 3 14 2.299 [1.944, 2.664] blur 4 15 2.287 [2.008, 2.613] blur 5 12 1.741 [1.483, 2.037] blur 6 14 1.838 [1.659, 2.009] blur 7 16 1.936 [1.669, 2.295] blur 8 16 2.296 [2.014, 2.608] blur 9 9 3.094 [2.316, 4.017]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0004039 [0.0002559, 0.0005684] original block 1.0 KL(clean || intervened) 0.001535 [0.0009797, 0.002159] original random0 1.0 KL(clean || intervened) 0.03733 [0.02312, 0.05395] original random1 1.0 KL(clean || intervened) 0.02922 [0.01878, 0.04141] original random2 1.0 KL(clean || intervened) 0.03861 [0.02293, 0.05919] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0007635 [0.0005054, 0.001057] grayscale block 1.0 KL(clean || intervened) 0.00296 [0.001984, 0.004128] grayscale random0 1.0 KL(clean || intervened) 0.05347 [0.03687, 0.07181] grayscale random1 1.0 KL(clean || intervened) 0.05576 [0.03431, 0.0847] grayscale random2 1.0 KL(clean || intervened) 0.07335 [0.0488, 0.1004] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.001121 [0.000856, 0.001439] blur block 1.0 KL(clean || intervened) 0.004503 [0.003444, 0.005811] blur random0 1.0 KL(clean || intervened) 0.09152 [0.06916, 0.1208] blur random1 1.0 KL(clean || intervened) 0.08473 [0.06166, 0.114] blur random2 1.0 KL(clean || intervened) 0.1133 [0.08589, 0.1404]
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 / 0.500 original_b3/grayscale_b0 0.003, 0.000 0.001 / 0.001 original_b3/blur_b0 0.952, 0.001 0.476 / 0.476 grayscale_b0/blur_b0 1.000, 0.000 0.500 / 0.500
Layer 8 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 2 512 / 100352 6.24e-06 / 1.03e-05 grayscale 1 / 1 3 512 / 100352 5.92e-06 / 1.17e-05 blur 1 / 1 5 512 / 100352 6.69e-06 / 1.19e-05
+original_b0: 2 directions (qualified) Closure pass fraction 1.00; mean cos² 1.000; collective excess / null edge 71.74. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 14. Independent eval error: 0.006011717952787876.
+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 = 40.2; the scale is fixed across this block's panels.
+original: mean image activity 2.366 [1.607, 3.213]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 2192 · label 7
+
grayscale: mean image activity 2.231 [1.561, 2.956]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 2192 · label 7
+
blur: mean image activity 1.355 [1.129, 1.636]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
low · ID 889 · label 3
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 2192 · label 7
+
Paired activity changes
+grayscale minus original: -0.1357 [-0.3262, 0.03855]
+blur minus original: -1.011 [-1.643, -0.4384]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.063 [0.9321, 1.242] original 1 14 0.9913 [0.9057, 1.079] original 2 12 0.9915 [0.8362, 1.153] original 3 14 1.033 [0.8817, 1.208] original 4 15 1.008 [0.9173, 1.096] original 5 12 0.801 [0.7441, 0.8593] original 6 14 1.024 [0.9065, 1.151] original 7 16 0.9349 [0.8419, 1.021] original 8 16 11.97 [7.863, 16.55] original 9 9 1.202 [1.074, 1.347] grayscale 0 6 1.039 [0.8798, 1.197] grayscale 1 14 1.1 [0.9465, 1.313] grayscale 2 12 0.945 [0.784, 1.103] grayscale 3 14 1.06 [0.9044, 1.242] grayscale 4 15 1.04 [0.9013, 1.198] grayscale 5 12 0.8225 [0.7511, 0.8898] grayscale 6 14 0.9955 [0.8721, 1.139] grayscale 7 16 1.039 [0.9306, 1.156] grayscale 8 16 10.6 [6.856, 14.69] grayscale 9 9 1.344 [1.125, 1.587] blur 0 6 0.9771 [0.862, 1.077] blur 1 14 1.117 [0.9073, 1.334] blur 2 12 0.9354 [0.8521, 1.022] blur 3 14 0.9555 [0.8377, 1.093] blur 4 15 0.9949 [0.9265, 1.062] blur 5 12 0.8163 [0.7621, 0.873] blur 6 14 0.927 [0.8535, 1] blur 7 16 1.007 [0.8939, 1.142] blur 8 16 3.853 [2.531, 5.632] blur 9 9 1.324 [1.107, 1.661]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.002117 [0.0001628, 0.005867] original block 1.0 KL(clean || intervened) 0.01681 [0.0007952, 0.04743] original random0 1.0 KL(clean || intervened) 0.01096 [0.006788, 0.01574] original random1 1.0 KL(clean || intervened) 0.02057 [0.01122, 0.03224] original random2 1.0 KL(clean || intervened) 0.01301 [0.008566, 0.01795] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.001235 [0.0004228, 0.002571] grayscale block 1.0 KL(clean || intervened) 0.009676 [0.001744, 0.02441] grayscale random0 1.0 KL(clean || intervened) 0.02 [0.01386, 0.02695] grayscale random1 1.0 KL(clean || intervened) 0.02238 [0.01486, 0.0303] grayscale random2 1.0 KL(clean || intervened) 0.02239 [0.01441, 0.03366] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.002608 [0.0007015, 0.005984] blur block 1.0 KL(clean || intervened) 0.01511 [0.003345, 0.03563] blur random0 1.0 KL(clean || intervened) 0.02711 [0.02059, 0.0346] blur random1 1.0 KL(clean || intervened) 0.03078 [0.0235, 0.03917] blur random2 1.0 KL(clean || intervened) 0.03307 [0.02503, 0.04271]
grayscale_b0: 3 directions (qualified) Closure pass fraction 0.83; mean cos² 0.955; collective excess / null edge 40.79. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 15. Independent eval error: 0.0067216563038527966.
+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 = 45.6; the scale is fixed across this block's panels.
+original: mean image activity 2.555 [1.777, 3.429]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 2192 · label 7
+
low · ID 3894 · label 5
+
grayscale: mean image activity 3.498 [2.647, 4.431]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 2192 · label 7
+
low · ID 3894 · label 5
+
blur: mean image activity 1.501 [1.251, 1.816]
+
high · ID 2764 · label 8
+
high · ID 2750 · label 8
+
high · ID 2824 · label 8
+
high · ID 2847 · label 8
+
low · ID 164 · label 2
+
low · ID 3610 · label 5
+
low · ID 2192 · label 7
+
low · ID 3894 · label 5
+
Paired activity changes
+grayscale minus original: 0.9421 [0.4967, 1.459]
+blur minus original: -1.054 [-1.684, -0.4665]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.431 [1.14, 1.739] original 1 14 1.076 [0.9456, 1.222] original 2 12 1.012 [0.8465, 1.183] original 3 14 1.548 [1.274, 1.857] original 4 15 1.148 [0.9971, 1.331] original 5 12 0.8287 [0.7734, 0.8869] original 6 14 1.069 [0.9453, 1.204] original 7 16 1.035 [0.9172, 1.153] original 8 16 12.31 [8.296, 17.01] original 9 9 1.56 [1.232, 2.069] grayscale 0 6 6.663 [3.235, 9.948] grayscale 1 14 2.843 [1.74, 4.06] grayscale 2 12 0.9787 [0.81, 1.145] grayscale 3 14 3.271 [1.873, 5.246] grayscale 4 15 1.308 [1.079, 1.593] grayscale 5 12 1.238 [0.8897, 1.69] grayscale 6 14 1.203 [1.004, 1.44] grayscale 7 16 2.697 [1.173, 5.395] grayscale 8 16 12.22 [8.216, 17.16] grayscale 9 9 2.265 [1.526, 3.158] blur 0 6 1.104 [0.9283, 1.262] blur 1 14 1.24 [0.9771, 1.5] blur 2 12 0.9544 [0.8669, 1.043] blur 3 14 1.565 [0.9871, 2.546] blur 4 15 1.075 [1.004, 1.143] blur 5 12 0.8368 [0.7827, 0.8944] blur 6 14 0.9555 [0.8848, 1.026] blur 7 16 1.068 [0.9281, 1.239] blur 8 16 4.078 [2.722, 5.931] blur 9 9 1.438 [1.183, 1.869]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.00233 [0.0001576, 0.006492] original block 1.0 KL(clean || intervened) 0.0186 [0.0007641, 0.05217] original random0 1.0 KL(clean || intervened) 0.01137 [0.00705, 0.01626] original random1 1.0 KL(clean || intervened) 0.02127 [0.01157, 0.03329] original random2 1.0 KL(clean || intervened) 0.01309 [0.008619, 0.01805] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.001319 [0.0004456, 0.00283] grayscale block 1.0 KL(clean || intervened) 0.01078 [0.001854, 0.02766] grayscale random0 1.0 KL(clean || intervened) 0.02073 [0.01437, 0.02786] grayscale random1 1.0 KL(clean || intervened) 0.02311 [0.01533, 0.03128] grayscale random2 1.0 KL(clean || intervened) 0.02251 [0.01449, 0.03383] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.002825 [0.0006979, 0.006601] blur block 1.0 KL(clean || intervened) 0.01669 [0.003394, 0.03989] blur random0 1.0 KL(clean || intervened) 0.0281 [0.02134, 0.0358] blur random1 1.0 KL(clean || intervened) 0.03173 [0.02419, 0.0404] blur random2 1.0 KL(clean || intervened) 0.03324 [0.02516, 0.04293]
blur_b0: 5 directions (qualified) Closure pass fraction 0.83; mean cos² 0.962; collective excess / null edge 27.73. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 17. Independent eval error: 0.010523343458771706.
+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 = 110; the scale is fixed across this block's panels.
+original: mean image activity 5.313 [3.94, 6.898]
+
high · ID 1377 · label 4
+
high · ID 2494 · label 1
+
high · ID 603 · label 0
+
high · ID 414 · label 0
+
low · ID 164 · label 2
+
low · ID 3144 · label 6
+
low · ID 3498 · label 6
+
low · ID 224 · label 2
+
grayscale: mean image activity 4.788 [3.588, 6.262]
+
high · ID 1377 · label 4
+
high · ID 2494 · label 1
+
high · ID 603 · label 0
+
high · ID 414 · label 0
+
low · ID 164 · label 2
+
low · ID 3144 · label 6
+
low · ID 3498 · label 6
+
low · ID 224 · label 2
+
blur: mean image activity 9.305 [7.195, 11.71]
+
high · ID 1377 · label 4
+
high · ID 2494 · label 1
+
high · ID 603 · label 0
+
high · ID 414 · label 0
+
low · ID 164 · label 2
+
low · ID 3144 · label 6
+
low · ID 3498 · label 6
+
low · ID 224 · label 2
+
Paired activity changes
+grayscale minus original: -0.5251 [-1.096, 0.05393]
+blur minus original: 3.992 [2.872, 5.423]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 17.43 [5.631, 29.44] original 1 14 6.929 [1.859, 14.68] original 2 12 1.919 [1.626, 2.256] original 3 14 2.495 [1.982, 3.072] original 4 15 9.304 [4.411, 16.91] original 5 12 2.767 [1.706, 4.483] original 6 14 2.128 [1.631, 2.727] original 7 16 5.177 [2.04, 9.407] original 8 16 5.023 [2.548, 8.616] original 9 9 6.084 [4.354, 7.91] grayscale 0 6 18.18 [5.134, 35.28] grayscale 1 14 4.762 [2.07, 9.255] grayscale 2 12 1.782 [1.502, 2.069] grayscale 3 14 2.286 [1.857, 2.778] grayscale 4 15 8.11 [3.865, 14.76] grayscale 5 12 2.068 [1.708, 2.476] grayscale 6 14 2.315 [1.688, 3.221] grayscale 7 16 5.268 [2.095, 9.603] grayscale 8 16 4.615 [2.464, 7.209] grayscale 9 9 5.194 [3.557, 7.068] blur 0 6 20.6 [8.481, 33.58] blur 1 14 8.267 [3.04, 16.91] blur 2 12 2.988 [2.13, 4.096] blur 3 14 4.889 [3.519, 6.3] blur 4 15 21.27 [10.48, 35.83] blur 5 12 7.063 [3.889, 11.69] blur 6 14 4.666 [3.145, 6.34] blur 7 16 8.238 [3.373, 15.23] blur 8 16 8.637 [4.716, 13.79] blur 9 9 12.04 [7.602, 17.68]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.0003756 [0.0001697, 0.0006421] original block 1.0 KL(clean || intervened) 0.001555 [0.0007079, 0.002626] original random0 1.0 KL(clean || intervened) 0.01343 [0.008438, 0.01911] original random1 1.0 KL(clean || intervened) 0.02476 [0.01339, 0.03841] original random2 1.0 KL(clean || intervened) 0.01534 [0.0101, 0.02122] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0007227 [0.0004339, 0.001088] grayscale block 1.0 KL(clean || intervened) 0.00294 [0.001732, 0.004464] grayscale random0 1.0 KL(clean || intervened) 0.0243 [0.0169, 0.0327] grayscale random1 1.0 KL(clean || intervened) 0.02673 [0.01778, 0.03602] grayscale random2 1.0 KL(clean || intervened) 0.02629 [0.01703, 0.03918] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.002315 [0.001312, 0.003692] blur block 1.0 KL(clean || intervened) 0.008653 [0.005237, 0.01332] blur random0 1.0 KL(clean || intervened) 0.03298 [0.02506, 0.04198] blur random1 1.0 KL(clean || intervened) 0.03633 [0.02761, 0.04626] blur random2 1.0 KL(clean || intervened) 0.03846 [0.0292, 0.04952]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.998, 0.994 0.996 / 0.664 original_b0/blur_b0 0.999, 0.000 0.499 / 0.200 grayscale_b0/blur_b0 0.995, 0.002, 0.000 0.332 / 0.199
Layer 9 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 6 512 / 100352 1.05e-05 / 3.34e-05 grayscale 3 / 2 7 512 / 100352 6.19e-06 / 3.53e-05 blur 2 / 1 4 512 / 100352 7.78e-06 / 2.19e-05
+original_b0: 6 directions (qualified) Closure pass fraction 0.92; mean cos² 0.994; collective excess / null edge 39.95. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 9. Independent eval error: 0.006629476323723793.
+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 = 67.1; the scale is fixed across this block's panels.
+original: mean image activity 6.875 [5.311, 8.682]
+
high · ID 504 · label 0
+
high · ID 1612 · label 9
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 889 · label 3
+
low · ID 909 · label 3
+
grayscale: mean image activity 5.544 [4.295, 7.173]
+
high · ID 504 · label 0
+
high · ID 1612 · label 9
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 889 · label 3
+
low · ID 909 · label 3
+
blur: mean image activity 4.039 [3.179, 5.183]
+
high · ID 504 · label 0
+
high · ID 1612 · label 9
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 889 · label 3
+
low · ID 909 · label 3
+
Paired activity changes
+grayscale minus original: -1.331 [-1.968, -0.7831]
+blur minus original: -2.835 [-3.878, -1.925]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 32.34 [23.25, 45.44] original 1 14 2.062 [1.72, 2.48] original 2 12 3.692 [2.6, 4.81] original 3 14 2.811 [1.843, 3.897] original 4 15 3.196 [2.415, 3.987] original 5 12 8.258 [4.821, 12.28] original 6 14 1.849 [1.475, 2.31] original 7 16 1.435 [1.238, 1.697] original 8 16 12.77 [10.33, 15.17] original 9 9 19.23 [12.21, 30.04] grayscale 0 6 19.94 [11.85, 32.06] grayscale 1 14 1.866 [1.64, 2.109] grayscale 2 12 3.579 [2.28, 4.85] grayscale 3 14 2.926 [1.792, 4.268] grayscale 4 15 2.988 [2.179, 3.858] grayscale 5 12 6.01 [3.556, 8.752] grayscale 6 14 1.804 [1.329, 2.474] grayscale 7 16 1.461 [1.243, 1.75] grayscale 8 16 9.908 [7.936, 11.96] grayscale 9 9 17.31 [8.788, 30.07] blur 0 6 22.58 [15.87, 28.92] blur 1 14 2.099 [1.571, 2.742] blur 2 12 2.182 [1.823, 2.541] blur 3 14 2.106 [1.579, 2.744] blur 4 15 1.96 [1.662, 2.308] blur 5 12 3.322 [1.957, 5.245] blur 6 14 1.9 [1.378, 2.71] blur 7 16 1.545 [1.345, 1.828] blur 8 16 6.194 [4.334, 8.288] blur 9 9 8.533 [5.975, 11.17]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.007832 [0.002287, 0.01613] original block 1.0 KL(clean || intervened) 0.04235 [0.0167, 0.07859] original random0 1.0 KL(clean || intervened) 0.07658 [0.04015, 0.1206] original random1 1.0 KL(clean || intervened) 0.08831 [0.04889, 0.1396] original random2 1.0 KL(clean || intervened) 0.1128 [0.06686, 0.1658] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.009533 [0.005481, 0.01403] grayscale block 1.0 KL(clean || intervened) 0.0887 [0.05246, 0.1314] grayscale random0 1.0 KL(clean || intervened) 0.08896 [0.06041, 0.1232] grayscale random1 1.0 KL(clean || intervened) 0.1255 [0.08559, 0.1694] grayscale random2 1.0 KL(clean || intervened) 0.1146 [0.08009, 0.1541] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.02048 [0.009982, 0.03399] blur block 1.0 KL(clean || intervened) 0.1152 [0.0605, 0.1908] blur random0 1.0 KL(clean || intervened) 0.1788 [0.1241, 0.2513] blur random1 1.0 KL(clean || intervened) 0.1583 [0.1215, 0.1985] blur random2 1.0 KL(clean || intervened) 0.2485 [0.1728, 0.3427]
grayscale_b0: 4 directions (qualified) Closure pass fraction 0.83; mean cos² 0.958; collective excess / null edge 50.18. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 5. Independent eval error: 0.005621586926281452.
+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 = 41.3; the scale is fixed across this block's panels.
+original: mean image activity 4.179 [3.232, 5.366]
+
high · ID 1612 · label 9
+
high · ID 3858 · label 5
+
high · ID 1837 · label 9
+
high · ID 1545 · label 9
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 889 · label 3
+
low · ID 909 · label 3
+
grayscale: mean image activity 3.74 [2.815, 4.882]
+
high · ID 1612 · label 9
+
high · ID 3858 · label 5
+
high · ID 1837 · label 9
+
high · ID 1545 · label 9
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 889 · label 3
+
low · ID 909 · label 3
+
blur: mean image activity 2.377 [2.016, 2.796]
+
high · ID 1612 · label 9
+
high · ID 3858 · label 5
+
high · ID 1837 · label 9
+
high · ID 1545 · label 9
+
low · ID 164 · label 2
+
low · ID 3256 · label 6
+
low · ID 889 · label 3
+
low · ID 909 · label 3
+
Paired activity changes
+grayscale minus original: -0.4395 [-0.7719, -0.1319]
+blur minus original: -1.802 [-2.745, -1.101]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 1.817 [1.427, 2.264] original 1 14 1.834 [1.55, 2.183] original 2 12 3.539 [2.494, 4.648] original 3 14 2.649 [1.67, 3.728] original 4 15 3.101 [2.322, 3.876] original 5 12 8.126 [4.695, 12.15] original 6 14 1.766 [1.395, 2.225] original 7 16 1.326 [1.148, 1.567] original 8 16 3.607 [2.658, 4.667] original 9 9 19.02 [11.99, 29.88] grayscale 0 6 2.02 [1.487, 2.89] grayscale 1 14 1.599 [1.41, 1.789] grayscale 2 12 3.438 [2.184, 4.681] grayscale 3 14 2.74 [1.685, 3.989] grayscale 4 15 2.887 [2.084, 3.751] grayscale 5 12 5.912 [3.446, 8.667] grayscale 6 14 1.717 [1.245, 2.386] grayscale 7 16 1.357 [1.149, 1.635] grayscale 8 16 3.127 [2.35, 4.075] grayscale 9 9 17.17 [8.582, 29.96] blur 0 6 1.477 [1.339, 1.625] blur 1 14 1.683 [1.286, 2.202] blur 2 12 2.043 [1.706, 2.398] blur 3 14 1.905 [1.386, 2.534] blur 4 15 1.839 [1.542, 2.183] blur 5 12 3.121 [1.765, 5.022] blur 6 14 1.748 [1.239, 2.56] blur 7 16 1.286 [1.178, 1.411] blur 8 16 2.423 [1.814, 3.21] blur 9 9 7.979 [5.6, 10.4]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.006451 [0.001614, 0.01436] original block 1.0 KL(clean || intervened) 0.02906 [0.009041, 0.06081] original random0 1.0 KL(clean || intervened) 0.06548 [0.03365, 0.1034] original random1 1.0 KL(clean || intervened) 0.07528 [0.04044, 0.1229] original random2 1.0 KL(clean || intervened) 0.09253 [0.05283, 0.1391] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.004443 [0.002179, 0.007258] grayscale block 1.0 KL(clean || intervened) 0.03514 [0.01634, 0.06048] grayscale random0 1.0 KL(clean || intervened) 0.07535 [0.05068, 0.1047] grayscale random1 1.0 KL(clean || intervened) 0.1053 [0.07176, 0.1428] grayscale random2 1.0 KL(clean || intervened) 0.09296 [0.06349, 0.1277] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.01016 [0.004097, 0.01998] blur block 1.0 KL(clean || intervened) 0.0612 [0.02341, 0.1237] blur random0 1.0 KL(clean || intervened) 0.1525 [0.1041, 0.2149] blur random1 1.0 KL(clean || intervened) 0.1379 [0.1059, 0.1734] blur random2 1.0 KL(clean || intervened) 0.2071 [0.1417, 0.2894]
grayscale_b5: 2 directions (qualified) Closure pass fraction 0.92; mean cos² 0.936; collective excess / null edge 6.86. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 6. Independent eval error: 0.003876898204907775.
+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 = 52.6; the scale is fixed across this block's panels.
+original: mean image activity 2.719 [1.441, 4.25]
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 253 · label 2
+
low · ID 3498 · label 6
+
low · ID 3256 · label 6
+
low · ID 2040 · label 7
+
grayscale: mean image activity 1.918 [1.066, 2.983]
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 253 · label 2
+
low · ID 3498 · label 6
+
low · ID 3256 · label 6
+
low · ID 2040 · label 7
+
blur: mean image activity 1.578 [0.7705, 2.632]
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 253 · label 2
+
low · ID 3498 · label 6
+
low · ID 3256 · label 6
+
low · ID 2040 · label 7
+
Paired activity changes
+grayscale minus original: -0.8004 [-1.404, -0.3461]
+blur minus original: -1.141 [-1.823, -0.5848]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 30.41 [21.48, 43.56] original 1 14 0.1864 [0.1046, 0.2755] original 2 12 0.151 [0.09555, 0.2224] original 3 14 0.1381 [0.09466, 0.1925] original 4 15 0.1057 [0.08185, 0.1393] original 5 12 0.1299 [0.08636, 0.1992] original 6 14 0.08182 [0.07814, 0.08676] original 7 16 0.1061 [0.08131, 0.1484] original 8 16 9.478 [6.861, 12.08] original 9 9 0.1731 [0.09471, 0.3062] grayscale 0 6 17.94 [9.536, 30.23] grayscale 1 14 0.2456 [0.1291, 0.3813] grayscale 2 12 0.1385 [0.09279, 0.1936] grayscale 3 14 0.1542 [0.08688, 0.2779] grayscale 4 15 0.1158 [0.09076, 0.145] grayscale 5 12 0.1102 [0.09006, 0.1373] grayscale 6 14 0.08534 [0.07994, 0.09231] grayscale 7 16 0.1038 [0.08261, 0.1384] grayscale 8 16 7.718 [5.369, 10.23] grayscale 9 9 0.1378 [0.09708, 0.1929] blur 0 6 21.01 [14.18, 27.38] blur 1 14 0.3543 [0.1882, 0.5691] blur 2 12 0.1355 [0.09458, 0.1868] blur 3 14 0.1697 [0.1154, 0.2261] blur 4 15 0.125 [0.1046, 0.1491] blur 5 12 0.176 [0.08373, 0.3263] blur 6 14 0.134 [0.1027, 0.1699] blur 7 16 0.2464 [0.09799, 0.4689] blur 8 16 3.33 [1.894, 5.01] blur 9 9 0.4303 [0.1482, 0.9331]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.00447 [0.0001292, 0.01294] original block 1.0 KL(clean || intervened) 0.03271 [0.003442, 0.08654] original random0 1.0 KL(clean || intervened) 0.01082 [0.004513, 0.01869] original random1 1.0 KL(clean || intervened) 0.01039 [0.004674, 0.01938] original random2 1.0 KL(clean || intervened) 0.01234 [0.006563, 0.02001] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.005311 [0.001918, 0.009178] grayscale block 1.0 KL(clean || intervened) 0.05891 [0.02822, 0.09538] grayscale random0 1.0 KL(clean || intervened) 0.01233 [0.007652, 0.01826] grayscale random1 1.0 KL(clean || intervened) 0.01203 [0.007876, 0.01709] grayscale random2 1.0 KL(clean || intervened) 0.01211 [0.007086, 0.01842] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.01069 [0.003042, 0.02092] blur block 1.0 KL(clean || intervened) 0.06034 [0.02437, 0.1054] blur random0 1.0 KL(clean || intervened) 0.02224 [0.01533, 0.03172] blur random1 1.0 KL(clean || intervened) 0.02153 [0.01652, 0.02743] blur random2 1.0 KL(clean || intervened) 0.02358 [0.01698, 0.03224]
grayscale_b7: 1 directions (closed, collective gate failed) Closure pass fraction 0.83; mean cos² 0.904; collective excess / null edge 0.74. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 4. Independent eval error: 0.005015799775719643.
+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 = 19.6; the scale is fixed across this block's panels.
+original: mean image activity 0.4798 [0.3232, 0.714]
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
high · ID 603 · label 0
+
high · ID 1164 · label 4
+
low · ID 3810 · label 5
+
low · ID 1129 · label 3
+
low · ID 1604 · label 9
+
low · ID 253 · label 2
+
grayscale: mean image activity 1.625 [1.164, 2.093]
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
high · ID 603 · label 0
+
high · ID 1164 · label 4
+
low · ID 3810 · label 5
+
low · ID 1129 · label 3
+
low · ID 1604 · label 9
+
low · ID 253 · label 2
+
blur: mean image activity 0.3899 [0.225, 0.6296]
+
high · ID 1472 · label 4
+
high · ID 1308 · label 4
+
high · ID 603 · label 0
+
high · ID 1164 · label 4
+
low · ID 3810 · label 5
+
low · ID 1129 · label 3
+
low · ID 1604 · label 9
+
low · ID 253 · label 2
+
Paired activity changes
+grayscale minus original: 1.145 [0.7819, 1.543]
+blur minus original: -0.08993 [-0.1877, 0.02224]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.9606 [0.2517, 1.784] original 1 14 0.7245 [0.4268, 1.052] original 2 12 0.08402 [0.07614, 0.09293] original 3 14 0.375 [0.1305, 0.6955] original 4 15 1.435 [0.3998, 2.972] original 5 12 0.1117 [0.08635, 0.1459] original 6 14 0.4671 [0.2383, 0.7536] original 7 16 0.2526 [0.1221, 0.4382] original 8 16 0.2054 [0.1454, 0.2872] original 9 9 0.2808 [0.08637, 0.5913] grayscale 0 6 3.021 [1.384, 4.865] grayscale 1 14 2.912 [1.155, 4.863] grayscale 2 12 0.111 [0.08746, 0.1412] grayscale 3 14 0.7012 [0.2782, 1.196] grayscale 4 15 2.877 [1.466, 4.576] grayscale 5 12 0.3991 [0.2243, 0.6059] grayscale 6 14 2.299 [1.178, 3.602] grayscale 7 16 2.006 [0.5772, 4.59] grayscale 8 16 0.6083 [0.2347, 1.122] grayscale 9 9 1.778 [0.6115, 3.065] blur 0 6 0.391 [0.1537, 0.6981] blur 1 14 0.5964 [0.2306, 1.119] blur 2 12 0.08939 [0.07284, 0.1168] blur 3 14 0.2622 [0.1075, 0.4736] blur 4 15 1.358 [0.2455, 3.026] blur 5 12 0.07959 [0.07317, 0.08716] blur 6 14 0.219 [0.1542, 0.2886] blur 7 16 0.1314 [0.09454, 0.1732] blur 8 16 0.2008 [0.1047, 0.3547] blur 9 9 0.5298 [0.09966, 1.225]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 3.309e-05 [1.418e-05, 6.077e-05] original block 1.0 KL(clean || intervened) 0.000139 [5.787e-05, 0.0002587] original random0 1.0 KL(clean || intervened) 0.002253 [0.0009266, 0.00392] original random1 1.0 KL(clean || intervened) 0.001933 [0.0009405, 0.003448] original random2 1.0 KL(clean || intervened) 0.002512 [0.001361, 0.004115] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 9.431e-05 [4.449e-05, 0.0001612] grayscale block 1.0 KL(clean || intervened) 0.0003909 [0.0001809, 0.0006753] grayscale random0 1.0 KL(clean || intervened) 0.002706 [0.001616, 0.00404] grayscale random1 1.0 KL(clean || intervened) 0.002448 [0.001576, 0.003502] grayscale random2 1.0 KL(clean || intervened) 0.002499 [0.001436, 0.003829] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 7.822e-05 [3.937e-05, 0.0001332] blur block 1.0 KL(clean || intervened) 0.0003191 [0.000158, 0.000542] blur random0 1.0 KL(clean || intervened) 0.004614 [0.003234, 0.00656] blur random1 1.0 KL(clean || intervened) 0.004723 [0.003464, 0.006168] blur random2 1.0 KL(clean || intervened) 0.004542 [0.003346, 0.005973]
blur_b0: 3 directions (qualified) Closure pass fraction 1.00; mean cos² 0.998; collective excess / null edge 142.57. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 10. Independent eval error: 0.008310966193675995.
+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 = 57.5; the scale is fixed across this block's panels.
+original: mean image activity 2.669 [1.464, 4.171]
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 889 · label 3
+
low · ID 3256 · label 6
+
low · ID 164 · label 2
+
low · ID 3810 · label 5
+
grayscale: mean image activity 2.228 [1.505, 3.209]
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 889 · label 3
+
low · ID 3256 · label 6
+
low · ID 164 · label 2
+
low · ID 3810 · label 5
+
blur: mean image activity 4.502 [3.687, 5.534]
+
high · ID 504 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 414 · label 0
+
low · ID 889 · label 3
+
low · ID 3256 · label 6
+
low · ID 164 · label 2
+
low · ID 3810 · label 5
+
Paired activity changes
+grayscale minus original: -0.4416 [-1.023, 0.0285]
+blur minus original: 1.833 [1.169, 2.428]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 31.53 [22.72, 44.58] original 1 14 1.179 [1.112, 1.243] original 2 12 1.266 [1.073, 1.463] original 3 14 1.211 [1.028, 1.402] original 4 15 1.284 [1.178, 1.416] original 5 12 1.05 [0.9273, 1.175] original 6 14 1.002 [0.92, 1.089] original 7 16 1.181 [0.97, 1.506] original 8 16 1.42 [1.28, 1.589] original 9 9 1.818 [1.387, 2.419] grayscale 0 6 18.96 [10.77, 31.02] grayscale 1 14 1.452 [1.267, 1.667] grayscale 2 12 1.287 [1.126, 1.461] grayscale 3 14 1.378 [1.2, 1.568] grayscale 4 15 1.524 [1.269, 1.842] grayscale 5 12 1.132 [1.013, 1.254] grayscale 6 14 1.17 [0.9677, 1.479] grayscale 7 16 1.381 [1.075, 1.887] grayscale 8 16 1.471 [1.365, 1.577] grayscale 9 9 1.986 [1.502, 2.59] blur 0 6 23.17 [15.95, 29.71] blur 1 14 2.968 [2.292, 3.743] blur 2 12 3.211 [2.072, 4.501] blur 3 14 4.086 [2.811, 5.697] blur 4 15 4.844 [3.177, 6.772] blur 5 12 2.779 [2.153, 3.425] blur 6 14 2.779 [2.096, 3.555] blur 7 16 3.428 [2.288, 4.776] blur 8 16 3.209 [2.528, 4.037] blur 9 9 5.432 [3.735, 7.204]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.001185 [0.000656, 0.001861] original block 1.0 KL(clean || intervened) 0.006172 [0.002996, 0.01009] original random0 1.0 KL(clean || intervened) 0.0715 [0.03697, 0.1126] original random1 1.0 KL(clean || intervened) 0.08425 [0.04652, 0.1342] original random2 1.0 KL(clean || intervened) 0.105 [0.06144, 0.1552] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.005392 [0.002719, 0.008448] grayscale block 1.0 KL(clean || intervened) 0.04209 [0.01929, 0.06765] grayscale random0 1.0 KL(clean || intervened) 0.08271 [0.05563, 0.1143] grayscale random1 1.0 KL(clean || intervened) 0.1193 [0.08146, 0.161] grayscale random2 1.0 KL(clean || intervened) 0.1062 [0.07373, 0.1429] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.01131 [0.005673, 0.02055] blur block 1.0 KL(clean || intervened) 0.04267 [0.02476, 0.0696] blur random0 1.0 KL(clean || intervened) 0.1669 [0.1149, 0.2349] blur random1 1.0 KL(clean || intervened) 0.1521 [0.1169, 0.1911] blur random2 1.0 KL(clean || intervened) 0.233 [0.1609, 0.3228]
blur_b4: 1 directions (closed, collective gate failed) Closure pass fraction 1.00; mean cos² 0.994; collective excess / null edge -22.62. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 5. Independent eval error: 0.007043764926493168.
+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; the scale is fixed across this block's panels.
+original: mean image activity 0.2072 [0.165, 0.2553]
+
high · ID 1679 · label 9
+
high · ID 1950 · label 7
+
high · ID 2764 · label 8
+
high · ID 3058 · label 8
+
low · ID 3379 · label 6
+
low · ID 2045 · label 7
+
low · ID 3169 · label 6
+
low · ID 3587 · label 5
+
grayscale: mean image activity 0.2912 [0.2395, 0.3446]
+
high · ID 1679 · label 9
+
high · ID 1950 · label 7
+
high · ID 2764 · label 8
+
high · ID 3058 · label 8
+
low · ID 3379 · label 6
+
low · ID 2045 · label 7
+
low · ID 3169 · label 6
+
low · ID 3587 · label 5
+
blur: mean image activity 2.518 [2.128, 2.942]
+
high · ID 1679 · label 9
+
high · ID 1950 · label 7
+
high · ID 2764 · label 8
+
high · ID 3058 · label 8
+
low · ID 3379 · label 6
+
low · ID 2045 · label 7
+
low · ID 3169 · label 6
+
low · ID 3587 · label 5
+
Paired activity changes
+grayscale minus original: 0.08399 [0.05281, 0.1198]
+blur minus original: 2.311 [1.923, 2.739]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.1443 [0.1159, 0.1667] original 1 14 0.2571 [0.1735, 0.3608] original 2 12 0.1231 [0.08883, 0.1701] original 3 14 0.1359 [0.08747, 0.1933] original 4 15 0.2672 [0.1602, 0.3976] original 5 12 0.1383 [0.09536, 0.1862] original 6 14 0.09339 [0.0751, 0.1125] original 7 16 0.1904 [0.08463, 0.3933] original 8 16 0.3402 [0.1923, 0.5286] original 9 9 0.3566 [0.09348, 0.7053] grayscale 0 6 0.1509 [0.1085, 0.2057] grayscale 1 14 0.3003 [0.2135, 0.398] grayscale 2 12 0.1736 [0.1255, 0.2349] grayscale 3 14 0.2817 [0.1744, 0.4156] grayscale 4 15 0.4249 [0.2594, 0.6391] grayscale 5 12 0.1733 [0.1259, 0.2252] grayscale 6 14 0.234 [0.1321, 0.3697] grayscale 7 16 0.3153 [0.1489, 0.6071] grayscale 8 16 0.3097 [0.2238, 0.4084] grayscale 9 9 0.4893 [0.2019, 0.8014] blur 0 6 1.676 [0.9231, 2.536] blur 1 14 2.314 [1.439, 3.418] blur 2 12 1.924 [0.994, 2.922] blur 3 14 2.698 [1.727, 3.931] blur 4 15 4.42 [2.546, 6.556] blur 5 12 1.471 [1.036, 1.944] blur 6 14 1.925 [1.227, 2.762] blur 7 16 2.385 [1.318, 3.654] blur 8 16 1.937 [1.485, 2.439] blur 9 9 4.33 [2.27, 6.577]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 9.622e-07 [4.295e-07, 1.6e-06] original block 1.0 KL(clean || intervened) 3.772e-06 [1.663e-06, 6.338e-06] original random0 1.0 KL(clean || intervened) 0.0001747 [7.33e-05, 0.0003] original random1 1.0 KL(clean || intervened) 0.0001441 [7.457e-05, 0.0002436] original random2 1.0 KL(clean || intervened) 0.0001977 [0.0001055, 0.0003279] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 2.35e-06 [1.331e-06, 3.579e-06] grayscale block 1.0 KL(clean || intervened) 9.351e-06 [5.316e-06, 1.426e-05] grayscale random0 1.0 KL(clean || intervened) 0.0002177 [0.0001298, 0.0003284] grayscale random1 1.0 KL(clean || intervened) 0.0001957 [0.0001252, 0.0002803] grayscale random2 1.0 KL(clean || intervened) 0.0001958 [0.0001118, 0.0003] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 8.021e-05 [5.13e-05, 0.0001127] blur block 1.0 KL(clean || intervened) 0.000321 [0.0002053, 0.0004499] blur random0 1.0 KL(clean || intervened) 0.0003639 [0.0002543, 0.0005101] blur random1 1.0 KL(clean || intervened) 0.0003931 [0.0002843, 0.00052] blur random2 1.0 KL(clean || intervened) 0.0003508 [0.0002596, 0.0004579]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 1.000, 1.000, 1.000, 0.998 0.666 / 0.999 original_b0/grayscale_b5 0.999, 0.891 0.315 / 0.945 original_b0/grayscale_b7 0.001 0.000 / 0.001 original_b0/blur_b0 1.000, 0.998, 0.000 0.333 / 0.666 original_b0/blur_b4 0.001 0.000 / 0.001 grayscale_b0/blur_b0 1.000, 0.002, 0.000 0.250 / 0.334 grayscale_b0/blur_b4 0.000 0.000 / 0.000 grayscale_b5/blur_b0 0.995, 0.000 0.498 / 0.332 grayscale_b5/blur_b4 0.001 0.000 / 0.001 grayscale_b7/blur_b0 0.000 0.000 / 0.000 grayscale_b7/blur_b4 0.000 0.000 / 0.000
Layer 10 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 2 / 2 7 512 / 100352 1.07e-05 / 1.37e-05 grayscale 1 / 1 6 512 / 100352 9.56e-06 / 1.24e-05 blur 1 / 1 4 512 / 100352 1.1e-05 / 1.63e-05
+original_b2: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.981; collective excess / null edge 10.04. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 8. Independent eval error: 0.0077550383284688.
+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 = 103; the scale is fixed across this block's panels.
+original: mean image activity 7.298 [5.181, 9.642]
+
high · ID 615 · label 0
+
high · ID 1044 · label 3
+
high · ID 984 · label 3
+
high · ID 1029 · label 3
+
low · ID 1218 · label 4
+
low · ID 1215 · label 4
+
low · ID 1164 · label 4
+
low · ID 3379 · label 6
+
grayscale: mean image activity 4.549 [2.959, 6.435]
+
high · ID 615 · label 0
+
high · ID 1044 · label 3
+
high · ID 984 · label 3
+
high · ID 1029 · label 3
+
low · ID 1218 · label 4
+
low · ID 1215 · label 4
+
low · ID 1164 · label 4
+
low · ID 3379 · label 6
+
blur: mean image activity 3.711 [2.412, 5.364]
+
high · ID 615 · label 0
+
high · ID 1044 · label 3
+
high · ID 984 · label 3
+
high · ID 1029 · label 3
+
low · ID 1218 · label 4
+
low · ID 1215 · label 4
+
low · ID 1164 · label 4
+
low · ID 3379 · label 6
+
Paired activity changes
+grayscale minus original: -2.75 [-3.942, -1.829]
+blur minus original: -3.587 [-5.07, -2.244]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 27.16 [9.64, 48.11] original 1 14 10.59 [6.656, 15.28] original 2 12 0.2684 [0.2588, 0.2811] original 3 14 19.13 [9.336, 30.5] original 4 15 0.2554 [0.2516, 0.2612] original 5 12 10.81 [5.004, 17.94] original 6 14 0.2703 [0.2583, 0.2856] original 7 16 0.3738 [0.2585, 0.5512] original 8 16 4.626 [3.283, 5.813] original 9 9 14.96 [10.89, 18.78] grayscale 0 6 12.05 [0.6076, 32.54] grayscale 1 14 4.815 [1.726, 9.41] grayscale 2 12 0.2778 [0.2608, 0.2974] grayscale 3 14 14.09 [5.132, 24.93] grayscale 4 15 0.2548 [0.2508, 0.2616] grayscale 5 12 6.855 [2.792, 12.47] grayscale 6 14 0.2595 [0.2533, 0.2679] grayscale 7 16 0.2907 [0.2674, 0.3223] grayscale 8 16 3.714 [2.65, 4.774] grayscale 9 9 9.796 [5.465, 13.8] blur 0 6 19.22 [5.384, 38.38] blur 1 14 1.796 [0.8928, 2.806] blur 2 12 0.2899 [0.2752, 0.3056] blur 3 14 10.5 [3.679, 18.85] blur 4 15 0.3242 [0.2849, 0.3757] blur 5 12 3.534 [1.017, 6.768] blur 6 14 0.2842 [0.2568, 0.3291] blur 7 16 0.3749 [0.3089, 0.4659] blur 8 16 4.65 [2.961, 6.492] blur 9 9 5.819 [2.786, 9.48]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.01682 [0.008744, 0.02629] original block 1.0 KL(clean || intervened) 0.109 [0.06227, 0.1667] original random0 1.0 KL(clean || intervened) 0.07524 [0.03517, 0.1348] original random1 1.0 KL(clean || intervened) 0.08129 [0.05373, 0.1125] original random2 1.0 KL(clean || intervened) 0.1944 [0.08177, 0.3336] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.02089 [0.01123, 0.03195] grayscale block 1.0 KL(clean || intervened) 0.1344 [0.07469, 0.2126] grayscale random0 1.0 KL(clean || intervened) 0.1192 [0.07911, 0.1686] grayscale random1 1.0 KL(clean || intervened) 0.1229 [0.07864, 0.1724] grayscale random2 1.0 KL(clean || intervened) 0.1806 [0.0963, 0.2847] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.04069 [0.01594, 0.07695] blur block 1.0 KL(clean || intervened) 0.1532 [0.08037, 0.2527] blur random0 1.0 KL(clean || intervened) 0.119 [0.08112, 0.1654] blur random1 1.0 KL(clean || intervened) 0.1378 [0.08912, 0.1936] blur random2 1.0 KL(clean || intervened) 0.1338 [0.07636, 0.2034]
original_b0: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 1.000; collective excess / null edge 4.10. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 1. Independent eval error: 0.0010038284817710519.
+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; the scale is fixed across this block's panels.
+original: mean image activity 1.168 [0.5556, 1.811]
+
high · ID 2070 · label 7
+
high · ID 2279 · label 7
+
high · ID 2045 · label 7
+
high · ID 1995 · label 7
+
low · ID 3498 · label 6
+
low · ID 3222 · label 6
+
low · ID 120 · label 2
+
low · ID 1351 · label 4
+
grayscale: mean image activity 1.042 [0.4544, 1.699]
+
high · ID 2070 · label 7
+
high · ID 2279 · label 7
+
high · ID 2045 · label 7
+
high · ID 1995 · label 7
+
low · ID 3498 · label 6
+
low · ID 3222 · label 6
+
low · ID 120 · label 2
+
low · ID 1351 · label 4
+
blur: mean image activity 0.2488 [0.1103, 0.4195]
+
high · ID 2070 · label 7
+
high · ID 2279 · label 7
+
high · ID 2045 · label 7
+
high · ID 1995 · label 7
+
low · ID 3498 · label 6
+
low · ID 3222 · label 6
+
low · ID 120 · label 2
+
low · ID 1351 · label 4
+
Paired activity changes
+grayscale minus original: -0.1265 [-0.3666, 0.1353]
+blur minus original: -0.9192 [-1.469, -0.424]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.01654 [0.01617, 0.01698] original 1 14 0.0161 [0.016, 0.0162] original 2 12 0.01655 [0.01605, 0.01726] original 3 14 0.01587 [0.01579, 0.01597] original 4 15 0.01599 [0.01581, 0.0162] original 5 12 0.0163 [0.01578, 0.01732] original 6 14 0.01816 [0.01624, 0.02088] original 7 16 9.216 [6.168, 12.05] original 8 16 0.02969 [0.01609, 0.04999] original 9 9 0.01637 [0.01609, 0.01681] grayscale 0 6 0.01612 [0.01585, 0.01655] grayscale 1 14 0.01594 [0.01586, 0.01603] grayscale 2 12 0.03073 [0.01691, 0.05631] grayscale 3 14 0.02538 [0.01667, 0.04046] grayscale 4 15 0.01648 [0.01581, 0.01744] grayscale 5 12 0.01638 [0.01579, 0.01744] grayscale 6 14 0.0281 [0.01803, 0.04699] grayscale 7 16 8.17 [4.751, 12.12] grayscale 8 16 0.03418 [0.02036, 0.05063] grayscale 9 9 0.01772 [0.01598, 0.02028] blur 0 6 0.01631 [0.01601, 0.01672] blur 1 14 0.01596 [0.01583, 0.01611] blur 2 12 0.01639 [0.01594, 0.01694] blur 3 14 0.01647 [0.01576, 0.01758] blur 4 15 0.01606 [0.0158, 0.0164] blur 5 12 0.01924 [0.0158, 0.02586] blur 6 14 0.01934 [0.01588, 0.02592] blur 7 16 1.819 [0.9497, 2.786] blur 8 16 0.06461 [0.01751, 0.1492] blur 9 9 0.02437 [0.01599, 0.03609]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.01425 [0.003714, 0.0263] original block 1.0 KL(clean || intervened) 0.1911 [0.08046, 0.3249] original random0 1.0 KL(clean || intervened) 0.02194 [0.01062, 0.0399] original random1 1.0 KL(clean || intervened) 0.01551 [0.01048, 0.0208] original random2 1.0 KL(clean || intervened) 0.02572 [0.01235, 0.0407] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.03888 [0.01427, 0.07126] grayscale block 1.0 KL(clean || intervened) 0.2085 [0.09869, 0.3472] grayscale random0 1.0 KL(clean || intervened) 0.03754 [0.02397, 0.05492] grayscale random1 1.0 KL(clean || intervened) 0.02928 [0.01857, 0.04234] grayscale random2 1.0 KL(clean || intervened) 0.04405 [0.02065, 0.07569] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.01841 [0.004626, 0.03664] blur block 1.0 KL(clean || intervened) 0.1131 [0.03376, 0.2059] blur random0 1.0 KL(clean || intervened) 0.03724 [0.02339, 0.05456] blur random1 1.0 KL(clean || intervened) 0.03647 [0.02404, 0.05211] blur random2 1.0 KL(clean || intervened) 0.0334 [0.01937, 0.04943]
grayscale_b0: 6 directions (qualified) Closure pass fraction 0.83; mean cos² 0.967; collective excess / null edge 8.58. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 7. Independent eval error: 0.007629141211509705.
+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 = 162; the scale is fixed across this block's panels.
+original: mean image activity 11.26 [7.706, 15.35]
+
high · ID 130 · label 2
+
high · ID 282 · label 2
+
high · ID 279 · label 2
+
high · ID 162 · label 2
+
low · ID 1218 · label 4
+
low · ID 1159 · label 4
+
low · ID 1215 · label 4
+
low · ID 1164 · label 4
+
grayscale: mean image activity 8.545 [5.524, 11.89]
+
high · ID 130 · label 2
+
high · ID 282 · label 2
+
high · ID 279 · label 2
+
high · ID 162 · label 2
+
low · ID 1218 · label 4
+
low · ID 1159 · label 4
+
low · ID 1215 · label 4
+
low · ID 1164 · label 4
+
blur: mean image activity 4.395 [2.524, 6.911]
+
high · ID 130 · label 2
+
high · ID 282 · label 2
+
high · ID 279 · label 2
+
high · ID 162 · label 2
+
low · ID 1218 · label 4
+
low · ID 1159 · label 4
+
low · ID 1215 · label 4
+
low · ID 1164 · label 4
+
Paired activity changes
+grayscale minus original: -2.712 [-4.051, -1.685]
+blur minus original: -6.863 [-9.249, -4.75]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.2653 [0.2607, 0.2698] original 1 14 10.56 [6.641, 15.2] original 2 12 49.56 [24.9, 81.23] original 3 14 19.04 [9.317, 30.35] original 4 15 0.2565 [0.255, 0.2583] original 5 12 10.86 [5.067, 17.93] original 6 14 0.2681 [0.2596, 0.2806] original 7 16 9.642 [6.543, 12.58] original 8 16 0.3 [0.2759, 0.3371] original 9 9 14.81 [10.83, 18.58] grayscale 0 6 0.276 [0.2623, 0.2936] grayscale 1 14 4.828 [1.736, 9.429] grayscale 2 12 42.2 [21.66, 66.82] grayscale 3 14 14.01 [5.066, 24.81] grayscale 4 15 0.2564 [0.255, 0.2579] grayscale 5 12 7.092 [3.013, 12.7] grayscale 6 14 0.2763 [0.2626, 0.2987] grayscale 7 16 8.522 [5.08, 12.5] grayscale 8 16 0.3014 [0.2779, 0.3314] grayscale 9 9 9.776 [5.462, 13.78] blur 0 6 0.2648 [0.2573, 0.276] blur 1 14 1.732 [0.7794, 2.748] blur 2 12 20.51 [5.185, 42.12] blur 3 14 10.46 [3.63, 18.79] blur 4 15 0.2785 [0.2647, 0.2965] blur 5 12 3.551 [1.017, 6.767] blur 6 14 0.2737 [0.2645, 0.2835] blur 7 16 2.359 [1.397, 3.432] blur 8 16 0.3303 [0.2792, 0.4161] blur 9 9 5.607 [2.441, 9.364]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.03516 [0.02133, 0.05003] original block 1.0 KL(clean || intervened) 0.3305 [0.2128, 0.4637] original random0 1.0 KL(clean || intervened) 0.07615 [0.03561, 0.1364] original random1 1.0 KL(clean || intervened) 0.09299 [0.06113, 0.1284] original random2 1.0 KL(clean || intervened) 0.2278 [0.09783, 0.3885] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.06501 [0.03794, 0.09847] grayscale block 1.0 KL(clean || intervened) 0.3709 [0.243, 0.5189] grayscale random0 1.0 KL(clean || intervened) 0.1207 [0.08013, 0.1705] grayscale random1 1.0 KL(clean || intervened) 0.1357 [0.08794, 0.1891] grayscale random2 1.0 KL(clean || intervened) 0.2105 [0.1135, 0.3257] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.05918 [0.02895, 0.09907] blur block 1.0 KL(clean || intervened) 0.2695 [0.1567, 0.4059] blur random0 1.0 KL(clean || intervened) 0.1204 [0.08216, 0.1671] blur random1 1.0 KL(clean || intervened) 0.1512 [0.09855, 0.2107] blur random2 1.0 KL(clean || intervened) 0.1549 [0.0867, 0.2358]
blur_b0: 4 directions (qualified) Closure pass fraction 0.83; mean cos² 0.954; collective excess / null edge 14.20. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 11. Independent eval error: 0.00626058503985405.
+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 = 64.6; the scale is fixed across this block's panels.
+original: mean image activity 2.652 [1.413, 4.232]
+
high · ID 615 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 2641 · label 1
+
low · ID 3894 · label 5
+
low · ID 3823 · label 5
+
low · ID 284 · label 2
+
low · ID 1387 · label 4
+
grayscale: mean image activity 2.114 [1.214, 3.369]
+
high · ID 615 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 2641 · label 1
+
low · ID 3894 · label 5
+
low · ID 3823 · label 5
+
low · ID 284 · label 2
+
low · ID 1387 · label 4
+
blur: mean image activity 5.755 [3.963, 7.833]
+
high · ID 615 · label 0
+
high · ID 565 · label 0
+
high · ID 653 · label 0
+
high · ID 2641 · label 1
+
low · ID 3894 · label 5
+
low · ID 3823 · label 5
+
low · ID 284 · label 2
+
low · ID 1387 · label 4
+
Paired activity changes
+grayscale minus original: -0.5384 [-1.47, 0.19]
+blur minus original: 3.103 [1.61, 4.716]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 27.25 [9.731, 48.39] original 1 14 1.533 [0.2614, 4.013] original 2 12 0.44 [0.2649, 0.753] original 3 14 0.4733 [0.2864, 0.7689] original 4 15 0.4593 [0.2777, 0.6724] original 5 12 0.4021 [0.2649, 0.5917] original 6 14 0.3164 [0.2546, 0.4162] original 7 16 0.6725 [0.4157, 1.046] original 8 16 6.832 [4.832, 8.969] original 9 9 0.7082 [0.3293, 1.254] grayscale 0 6 12.1 [0.6878, 32.58] grayscale 1 14 1.254 [0.3803, 2.878] grayscale 2 12 0.5474 [0.3224, 0.8436] grayscale 3 14 1.026 [0.578, 1.582] grayscale 4 15 0.7587 [0.4598, 1.128] grayscale 5 12 0.662 [0.4601, 0.8723] grayscale 6 14 0.5839 [0.4127, 0.808] grayscale 7 16 0.9236 [0.6308, 1.264] grayscale 8 16 6.889 [3.986, 10.86] grayscale 9 9 0.7718 [0.5311, 1.027] blur 0 6 19.95 [6.214, 39.17] blur 1 14 1.724 [1.299, 2.124] blur 2 12 2.653 [1.891, 3.441] blur 3 14 2.928 [1.889, 4.23] blur 4 15 3.526 [2.618, 4.42] blur 5 12 2.87 [2.128, 3.798] blur 6 14 1.767 [1.151, 2.368] blur 7 16 3.378 [2.434, 4.404] blur 8 16 19.84 [10.75, 29.36] blur 9 9 4.039 [2.662, 5.545]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0.002154 [6.882e-05, 0.006202] original block 1.0 KL(clean || intervened) 0.01229 [0.0004351, 0.03522] original random0 1.0 KL(clean || intervened) 0.02992 [0.01427, 0.05339] original random1 1.0 KL(clean || intervened) 0.02917 [0.01958, 0.03914] original random2 1.0 KL(clean || intervened) 0.07068 [0.02857, 0.1231] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0.0009083 [0.000273, 0.001829] grayscale block 1.0 KL(clean || intervened) 0.005578 [0.001358, 0.01206] grayscale random0 1.0 KL(clean || intervened) 0.05008 [0.03216, 0.07253] grayscale random1 1.0 KL(clean || intervened) 0.05234 [0.03334, 0.0765] grayscale random2 1.0 KL(clean || intervened) 0.08404 [0.0416, 0.1366] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0.006075 [0.002126, 0.01122] blur block 1.0 KL(clean || intervened) 0.03285 [0.01306, 0.05578] blur random0 1.0 KL(clean || intervened) 0.04982 [0.03151, 0.07243] blur random1 1.0 KL(clean || intervened) 0.06254 [0.04117, 0.08784] blur random2 1.0 KL(clean || intervened) 0.06213 [0.03561, 0.09138]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b2/grayscale_b0 0.999, 0.999, 0.999, 0.999, 0.000, 0.000 0.666 / 0.666 original_b2/blur_b0 0.998, 0.985, 0.000, 0.000 0.330 / 0.496 original_b0/grayscale_b0 1.000 1.000 / 0.167 original_b0/blur_b0 0.000 0.000 / 0.000 grayscale_b0/blur_b0 0.005, 0.000, 0.000, 0.000 0.001 / 0.001
Layer 11 Domain Closed / qualified blocks Directions Fit images / patches Mean-offset / null off-edge original 1 / 1 2 512 / 100352 0.000273 / 0.000277 grayscale 1 / 1 2 512 / 100352 0.000252 / 0.000255 blur 1 / 1 1 512 / 100352 0.000159 / 0.000161
+original_b0: 2 directions (qualified) Closure pass fraction 1.00; mean cos² 0.990; collective excess / null edge 21.07. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 56. Independent eval error: 0.011275453492999077.
+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 = 27.8; the scale is fixed across this block's panels.
+original: mean image activity 2.63 [1.795, 3.551]
+
high · ID 2045 · label 7
+
high · ID 2259 · label 7
+
high · ID 2279 · label 7
+
high · ID 2070 · label 7
+
low · ID 2402 · label 1
+
low · ID 2375 · label 1
+
low · ID 3230 · label 6
+
low · ID 1351 · label 4
+
grayscale: mean image activity 2.133 [1.454, 2.906]
+
high · ID 2045 · label 7
+
high · ID 2259 · label 7
+
high · ID 2279 · label 7
+
high · ID 2070 · label 7
+
low · ID 2402 · label 1
+
low · ID 2375 · label 1
+
low · ID 3230 · label 6
+
low · ID 1351 · label 4
+
blur: mean image activity 1.133 [0.9313, 1.365]
+
high · ID 2045 · label 7
+
high · ID 2259 · label 7
+
high · ID 2279 · label 7
+
high · ID 2070 · label 7
+
low · ID 2402 · label 1
+
low · ID 2375 · label 1
+
low · ID 3230 · label 6
+
low · ID 1351 · label 4
+
Paired activity changes
+grayscale minus original: -0.4962 [-0.8064, -0.2249]
+blur minus original: -1.496 [-2.329, -0.7629]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.5135 [0.4324, 0.5991] original 1 14 0.4931 [0.3782, 0.6299] original 2 12 1.825 [1.17, 2.613] original 3 14 1.335 [1.078, 1.647] original 4 15 0.7283 [0.5879, 0.8971] original 5 12 1.009 [0.7797, 1.22] original 6 14 0.8983 [0.5988, 1.331] original 7 16 13.29 [8.811, 17.99] original 8 16 1.514 [1.108, 1.943] original 9 9 1.506 [1.052, 1.941] grayscale 0 6 0.5503 [0.3605, 0.8318] grayscale 1 14 0.7897 [0.5842, 1.004] grayscale 2 12 1.487 [0.8851, 2.2] grayscale 3 14 1.274 [0.9081, 1.651] grayscale 4 15 0.6792 [0.5048, 0.9108] grayscale 5 12 0.9422 [0.6946, 1.209] grayscale 6 14 0.7261 [0.5091, 1.024] grayscale 7 16 10.28 [6.344, 14.25] grayscale 8 16 1.181 [0.8329, 1.583] grayscale 9 9 0.89 [0.6117, 1.181] blur 0 6 0.6134 [0.4304, 0.8619] blur 1 14 0.9249 [0.6367, 1.242] blur 2 12 1.202 [0.8035, 1.629] blur 3 14 0.9293 [0.6739, 1.258] blur 4 15 1.036 [0.8289, 1.298] blur 5 12 0.8321 [0.6315, 1.05] blur 6 14 1.098 [0.6804, 1.697] blur 7 16 2.677 [1.557, 4.259] blur 8 16 0.6926 [0.4997, 0.9189] blur 9 9 0.6856 [0.4753, 0.9249]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0 [0, 0] original block 1.0 KL(clean || intervened) 0 [0, 0] original random0 1.0 KL(clean || intervened) 0 [0, 0] original random1 1.0 KL(clean || intervened) 0 [0, 0] original random2 1.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0 [0, 0] grayscale block 1.0 KL(clean || intervened) 0 [0, 0] grayscale random0 1.0 KL(clean || intervened) 0 [0, 0] grayscale random1 1.0 KL(clean || intervened) 0 [0, 0] grayscale random2 1.0 KL(clean || intervened) 0 [0, 0] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0 [0, 0] blur block 1.0 KL(clean || intervened) 0 [0, 0] blur random0 1.0 KL(clean || intervened) 0 [0, 0] blur random1 1.0 KL(clean || intervened) 0 [0, 0] blur random2 1.0 KL(clean || intervened) 0 [0, 0]
grayscale_b0: 2 directions (qualified) Closure pass fraction 1.00; mean cos² 0.995; collective excess / null edge 20.25. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 47. Independent eval error: 0.010697886347770691.
+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 = 27.6; the scale is fixed across this block's panels.
+original: mean image activity 2.591 [1.781, 3.507]
+
high · ID 2259 · label 7
+
high · ID 2045 · label 7
+
high · ID 2279 · label 7
+
high · ID 2070 · label 7
+
low · ID 2402 · label 1
+
low · ID 3230 · label 6
+
low · ID 565 · label 0
+
low · ID 2375 · label 1
+
grayscale: mean image activity 2.155 [1.476, 2.928]
+
high · ID 2259 · label 7
+
high · ID 2045 · label 7
+
high · ID 2279 · label 7
+
high · ID 2070 · label 7
+
low · ID 2402 · label 1
+
low · ID 3230 · label 6
+
low · ID 565 · label 0
+
low · ID 2375 · label 1
+
blur: mean image activity 1.144 [0.9448, 1.373]
+
high · ID 2259 · label 7
+
high · ID 2045 · label 7
+
high · ID 2279 · label 7
+
high · ID 2070 · label 7
+
low · ID 2402 · label 1
+
low · ID 3230 · label 6
+
low · ID 565 · label 0
+
low · ID 2375 · label 1
+
Paired activity changes
+grayscale minus original: -0.4367 [-0.7404, -0.1689]
+blur minus original: -1.447 [-2.273, -0.7201]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.4095 [0.3169, 0.5072] original 1 14 0.5384 [0.4032, 0.7155] original 2 12 1.715 [1.131, 2.401] original 3 14 1.326 [1.066, 1.647] original 4 15 0.7446 [0.5988, 0.9197] original 5 12 1.04 [0.8053, 1.259] original 6 14 0.9293 [0.6208, 1.372] original 7 16 13.12 [8.726, 17.71] original 8 16 1.549 [1.151, 1.965] original 9 9 1.248 [0.873, 1.596] grayscale 0 6 0.5109 [0.3021, 0.8201] grayscale 1 14 0.8288 [0.6023, 1.062] grayscale 2 12 1.412 [0.8669, 2.064] grayscale 3 14 1.296 [0.912, 1.684] grayscale 4 15 0.6971 [0.5152, 0.9334] grayscale 5 12 0.9892 [0.7292, 1.269] grayscale 6 14 0.7394 [0.5176, 1.043] grayscale 7 16 10.36 [6.418, 14.32] grayscale 8 16 1.266 [0.8959, 1.691] grayscale 9 9 0.8063 [0.5555, 1.06] blur 0 6 0.5248 [0.3276, 0.8003] blur 1 14 0.9546 [0.658, 1.278] blur 2 12 1.195 [0.828, 1.575] blur 3 14 0.9288 [0.6747, 1.254] blur 4 15 1.061 [0.847, 1.332] blur 5 12 0.865 [0.6589, 1.09] blur 6 14 1.128 [0.7019, 1.746] blur 7 16 2.662 [1.585, 4.158] blur 8 16 0.7164 [0.5173, 0.9476] blur 9 9 0.718 [0.4924, 0.987]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0 [0, 0] original block 1.0 KL(clean || intervened) 0 [0, 0] original random0 1.0 KL(clean || intervened) 0 [0, 0] original random1 1.0 KL(clean || intervened) 0 [0, 0] original random2 1.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0 [0, 0] grayscale block 1.0 KL(clean || intervened) 0 [0, 0] grayscale random0 1.0 KL(clean || intervened) 0 [0, 0] grayscale random1 1.0 KL(clean || intervened) 0 [0, 0] grayscale random2 1.0 KL(clean || intervened) 0 [0, 0] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0 [0, 0] blur block 1.0 KL(clean || intervened) 0 [0, 0] blur random0 1.0 KL(clean || intervened) 0 [0, 0] blur random1 1.0 KL(clean || intervened) 0 [0, 0] blur random2 1.0 KL(clean || intervened) 0 [0, 0]
blur_b1: 1 directions (qualified) Closure pass fraction 1.00; mean cos² 0.997; collective excess / null edge 26.96. Segment cap binding: False; candidate boundary binding: False.
Native width at 1% match-bootstrap error: 10. Independent eval error: 0.010201469995081425.
+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 = 4.08; the scale is fixed across this block's panels.
+original: mean image activity 0.9923 [0.8873, 1.108]
+
high · ID 3379 · label 6
+
high · ID 889 · label 3
+
high · ID 279 · label 2
+
high · ID 2750 · label 8
+
low · ID 2402 · label 1
+
low · ID 504 · label 0
+
low · ID 3230 · label 6
+
low · ID 1708 · label 9
+
grayscale: mean image activity 0.9147 [0.8093, 1.027]
+
high · ID 3379 · label 6
+
high · ID 889 · label 3
+
high · ID 279 · label 2
+
high · ID 2750 · label 8
+
low · ID 2402 · label 1
+
low · ID 504 · label 0
+
low · ID 3230 · label 6
+
low · ID 1708 · label 9
+
blur: mean image activity 0.9694 [0.8636, 1.077]
+
high · ID 3379 · label 6
+
high · ID 889 · label 3
+
high · ID 279 · label 2
+
high · ID 2750 · label 8
+
low · ID 2402 · label 1
+
low · ID 504 · label 0
+
low · ID 3230 · label 6
+
low · ID 1708 · label 9
+
Paired activity changes
+grayscale minus original: -0.07761 [-0.1698, 0.01028]
+blur minus original: -0.02294 [-0.1564, 0.102]
+ Class associations (exploratory) Domain Dataset label Images Mean energy [95% CI] original 0 6 0.3699 [0.2911, 0.4441] original 1 14 0.5391 [0.3977, 0.7183] original 2 12 1.457 [1.015, 1.954] original 3 14 1.367 [1.095, 1.702] original 4 15 0.7363 [0.5854, 0.9271] original 5 12 0.9629 [0.7428, 1.187] original 6 14 0.9565 [0.6259, 1.43] original 7 16 0.9513 [0.7172, 1.207] original 8 16 1.246 [0.9432, 1.577] original 9 9 1.054 [0.7526, 1.322] grayscale 0 6 0.4133 [0.2412, 0.6805] grayscale 1 14 0.8391 [0.6045, 1.08] grayscale 2 12 1.189 [0.758, 1.699] grayscale 3 14 1.343 [0.9402, 1.76] grayscale 4 15 0.6952 [0.5076, 0.9461] grayscale 5 12 0.9882 [0.6853, 1.315] grayscale 6 14 0.7593 [0.521, 1.082] grayscale 7 16 0.8909 [0.6286, 1.169] grayscale 8 16 0.9957 [0.7428, 1.287] grayscale 9 9 0.7437 [0.5156, 0.98] blur 0 6 0.4675 [0.2942, 0.6634] blur 1 14 1.009 [0.6877, 1.382] blur 2 12 1.181 [0.8658, 1.491] blur 3 14 0.9704 [0.7092, 1.308] blur 4 15 1.107 [0.8853, 1.385] blur 5 12 0.8772 [0.6517, 1.133] blur 6 14 1.221 [0.7532, 1.892] blur 7 16 1.056 [0.7926, 1.301] blur 8 16 0.6982 [0.5183, 0.9221] blur 9 9 0.7897 [0.5606, 1.049]
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 KL(clean || intervened) 0 [0, 0] original block 0.5 KL(clean || intervened) 0 [0, 0] original block 1.0 KL(clean || intervened) 0 [0, 0] original random0 1.0 KL(clean || intervened) 0 [0, 0] original random1 1.0 KL(clean || intervened) 0 [0, 0] original random2 1.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.0 KL(clean || intervened) 0 [0, 0] grayscale block 0.5 KL(clean || intervened) 0 [0, 0] grayscale block 1.0 KL(clean || intervened) 0 [0, 0] grayscale random0 1.0 KL(clean || intervened) 0 [0, 0] grayscale random1 1.0 KL(clean || intervened) 0 [0, 0] grayscale random2 1.0 KL(clean || intervened) 0 [0, 0] blur block 0.0 KL(clean || intervened) 0 [0, 0] blur block 0.5 KL(clean || intervened) 0 [0, 0] blur block 1.0 KL(clean || intervened) 0 [0, 0] blur random0 1.0 KL(clean || intervened) 0 [0, 0] blur random1 1.0 KL(clean || intervened) 0 [0, 0] blur random2 1.0 KL(clean || intervened) 0 [0, 0]
Cross-domain block alignment on independent reference images Pair Principal cos² Coverage left / right original_b0/grayscale_b0 0.997, 0.993 0.995 / 0.995 original_b0/blur_b1 0.963 0.481 / 0.963 grayscale_b0/blur_b1 0.980 0.490 / 0.980
