junidude14 commited on
Commit
0adcedc
·
verified ·
1 Parent(s): 62d1dea

Archive 4 checkpoints (1-4)

Browse files
paper-releases/pbisc-diffusion/updates/20261013T072655Z-enriched-140-slide-master/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/data/figure_enrichment_20261013/trajectory_reference_coordinates.csv ADDED
The diff for this file is too large to render. See raw diff
 
paper-releases/pbisc-diffusion/updates/20261013T072655Z-enriched-140-slide-master/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/data/figure_enrichment_20261013/trajectory_source_methods.json ADDED
@@ -0,0 +1,969 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema_version": "pbisc.diffusion_trajectory_annotated_real_reference.v2",
3
+ "status": "completed",
4
+ "title": "PBISC-Diffusion ctx2048 E12 EMA",
5
+ "checkpoint_label": "PBISC-Diffusion ctx2048 E12 EMA",
6
+ "model_genes": 6000,
7
+ "projection_genes": 2980,
8
+ "tracked_cells": 4096,
9
+ "reference_cells": 4362,
10
+ "observed_frames": 51,
11
+ "denoiser_calls_per_tracked_batch": 50,
12
+ "seed": 42,
13
+ "reference": "Observed real PBMCs from the same conditioning donor; GSE135779. These are not generated cells or independent held-out validation.",
14
+ "reference_units": "Observed integer UMI counts; no donor identifier is published.",
15
+ "reference_role": "Only observed reference cells fit every mean, standard deviation, PCA component and UMAP. Tracked generated cells use transform only.",
16
+ "raw_reference_encoding": {
17
+ "max_log_value": 8.0,
18
+ "value_scale": 1.0,
19
+ "center_values": true,
20
+ "support_scale": 1.0,
21
+ "formula": "unit=clip(log1p(observed UMI)/max_log_value,0,1); value=unit/value_scale, then 2*value-1 when centered; support=+support_scale for positive UMI and -support_scale otherwise"
22
+ },
23
+ "raw_projection": "PCA2 fitted once on canonically encoded observed value/support states over common measured genes. Generated noisy states are selected and projected without clipping, rescaling or library normalization.",
24
+ "clean_projection": "Common-gene expression -> expm1(log1p) -> panel sum normalization to 10000 -> log1p -> observed-reference mean/std -> observed-reference PCA30 -> fixed UMAP transform for every generated frame including endpoint.",
25
+ "pca_components": 30,
26
+ "umap": {
27
+ "n_neighbors": 15,
28
+ "min_dist": 0.25,
29
+ "metric": "euclidean",
30
+ "random_state": 42,
31
+ "transform_seed": 42,
32
+ "n_jobs": 1
33
+ },
34
+ "raw_pca_explained_variance_ratio": [
35
+ 0.09467911720275879,
36
+ 0.033733855932950974
37
+ ],
38
+ "annotation": {
39
+ "method": "Frozen AIFI scANVI annotation of final generated profiles only",
40
+ "classifier": "aifi_scanvi_rebuild_20260916_frozen_predict[aifi_scanvi_2980_v1]",
41
+ "model_sha256": "1e648fba5849b0d0f589eef50b1607d5e3b059aa05e94a0d718e8dfcad477a1b",
42
+ "versions": {
43
+ "scvi-tools": "1.4.1",
44
+ "torch": "2.14.0+cu130",
45
+ "anndata": "0.12.19"
46
+ },
47
+ "gene_space": {
48
+ "join_key": "ensembl_id",
49
+ "model_genes": 2977,
50
+ "query_genes": 2980,
51
+ "model_genes_missing_from_query_zero_padded": 0,
52
+ "query_genes_outside_model_dropped": 3,
53
+ "rule": "query is subset/reordered to the model's gene list; zero-padding of absent model genes is refused unless --allow-missing-genes"
54
+ },
55
+ "readout": {
56
+ "rule": "One seeded Poisson draw from expm1(endpoint log1p), on the common panel before prediction",
57
+ "seed": 20260916,
58
+ "library_scale": 1.0,
59
+ "raw_observed_counts": false
60
+ },
61
+ "code_to_label": [
62
+ "T cell",
63
+ "B cell",
64
+ "Monocyte",
65
+ "NK cell",
66
+ "DC",
67
+ "Other"
68
+ ],
69
+ "colors": [
70
+ "#0072B2",
71
+ "#D55E00",
72
+ "#009E73",
73
+ "#CC79A7",
74
+ "#E69F00",
75
+ "#56B4E9"
76
+ ],
77
+ "confidence_threshold": 0.0,
78
+ "confidence_semantics": "L2 probability mass summed for the assigned AIFI L1 label. Other combines labels outside PBMC5, without summing all Other probabilities. final_l2_confidence records the L2 maximum separately.",
79
+ "other_semantics": "AIFI annotations outside the specified PBMC5 classes map to Other. Threshold 0 does not reject low-confidence assignments.",
80
+ "temporal_semantics": "Final predicted labels are propagated retrospectively to the same tracked cell IDs; early noisy states are not reclassified.",
81
+ "counts": {
82
+ "T cell": 1578,
83
+ "B cell": 1008,
84
+ "Monocyte": 1234,
85
+ "NK cell": 170,
86
+ "DC": 85,
87
+ "Other": 21
88
+ },
89
+ "confidence_quantiles": {
90
+ "0": 0.39176610112190247,
91
+ "0.1": 0.9992907047271729,
92
+ "0.5": 0.9999966025352478,
93
+ "0.9": 0.9999999403953552,
94
+ "1": 1.0
95
+ },
96
+ "source_schema": "pbisc.trajectory.endpoint_annotation.v1"
97
+ },
98
+ "state_semantics": "Pre-update actual x_t is paired with that call's clean prediction; final x_0 repeats the previous clean prediction. No extra denoiser call at t=0.",
99
+ "axis_limits": "Full min/max across all frames and observed reference points with 6.5% padding, fixed throughout.",
100
+ "repeat_transform_max_abs_difference": 0.0,
101
+ "raw_repeat_transform_max_abs_difference": 0.0,
102
+ "duplicate_prediction_max_abs_difference": 0.0,
103
+ "capture_parity": {
104
+ "status": "passed",
105
+ "cells": 8,
106
+ "steps": 50,
107
+ "device": "cuda:0",
108
+ "returned_tensors_bit_identical": {
109
+ "values": true,
110
+ "dense_values": true,
111
+ "active_mask": true,
112
+ "active_logits": true,
113
+ "final_state": true
114
+ },
115
+ "rng_unchanged": true,
116
+ "last_decoded_prediction_matches_endpoint": true,
117
+ "prediction_times": [
118
+ 1.0,
119
+ 0.9800000190734863,
120
+ 0.9599999785423279,
121
+ 0.9399999976158142,
122
+ 0.9200000166893005,
123
+ 0.8999999761581421,
124
+ 0.8799999952316284,
125
+ 0.8600000143051147,
126
+ 0.8400000333786011,
127
+ 0.8199999928474426,
128
+ 0.800000011920929,
129
+ 0.7800000309944153,
130
+ 0.7599999904632568,
131
+ 0.7400000095367432,
132
+ 0.7200000286102295,
133
+ 0.699999988079071,
134
+ 0.6800000071525574,
135
+ 0.6600000262260437,
136
+ 0.6399999856948853,
137
+ 0.6200000047683716,
138
+ 0.6000000238418579,
139
+ 0.5799999833106995,
140
+ 0.5600000023841858,
141
+ 0.5400000214576721,
142
+ 0.5199999809265137,
143
+ 0.5,
144
+ 0.47999998927116394,
145
+ 0.4599999785423279,
146
+ 0.4399999976158142,
147
+ 0.41999998688697815,
148
+ 0.3999999761581421,
149
+ 0.3799999952316284,
150
+ 0.35999998450279236,
151
+ 0.3400000035762787,
152
+ 0.3199999928474426,
153
+ 0.29999998211860657,
154
+ 0.2800000011920929,
155
+ 0.25999999046325684,
156
+ 0.23999999463558197,
157
+ 0.2199999988079071,
158
+ 0.19999998807907104,
159
+ 0.17999999225139618,
160
+ 0.1599999964237213,
161
+ 0.14000000059604645,
162
+ 0.11999999731779099,
163
+ 0.09999999403953552,
164
+ 0.07999999821186066,
165
+ 0.05999999865889549,
166
+ 0.03999999910593033,
167
+ 0.019999999552965164
168
+ ],
169
+ "checked_at_utc": "2026-09-17T10:32:13.475853+00:00"
170
+ },
171
+ "provenance": {
172
+ "source_checkpoint_sha256": "f634f0ef06d06cd547e7c53cef58942520f3d998b8d99eba4798ca53fb09f315",
173
+ "checkpoint_sha256": "f093657b435e7ed572370286a39946cdb3ffa7f2b6d2349120ef732795454a1f",
174
+ "condition_sha256": "fb4b0a791ba6e97fec36ebd0f7033d536b7b981eab5ed47b009227bbe891c561",
175
+ "seed": 20260917,
176
+ "weights": "ema",
177
+ "eta": 0.0,
178
+ "capture_manifest_sha256": "f3607992afe390fe9f043323ac305f41df19fa5e36472818ad3c4704633a88e8",
179
+ "renderer_sha256": "ca0ef9baac9468af745c36d8b855ad7f038dff05add89d09b87535a8d59af47c",
180
+ "base_renderer_sha256": "7da598b40d72e3cf7d7004b5ec42f37928dc13b9c517e468d44f0f83c7021930",
181
+ "real_counts_sha256": "208d699a204213dd56e0fb4f40dbf740c331b7cd4ab4998c92cc3280b8de72a9",
182
+ "real_gene_ids_sha256": "c874339c97a97e46eaaf56b2b62dea0311e60dec0af5ab40deb6ff96d7f65508",
183
+ "model_columns_sha256": "2c938250300acea1a4e44e0b7a89ce049c1e31595bdad22d0f384b5604f0a8d8",
184
+ "final_labels_sha256": "954f353e00d436adafefdbcc85d133bed8c0f1eaf3c78aac8b2989ab96d8d0a8",
185
+ "final_confidence_sha256": "7b283b492b3bf100be3faea6c76e7f420bfcaa4f2a0ee2a32823322c33ae2d79",
186
+ "annotation_manifest_sha256": "6b5b2b3275576a63cc29f6307208b3fac29f8ebe1cbd174f4f8cc7201267992c",
187
+ "real_reference_manifest_sha256": "1e95d0d49ec2b254ab5f2a38ac2156c6880044ae0ab071ac8e943f16cec5350a",
188
+ "rendering_code_sha256": "ca0ef9baac9468af745c36d8b855ad7f038dff05add89d09b87535a8d59af47c"
189
+ },
190
+ "interpretation": [
191
+ "Gray dots are observed real cells from the conditioning donor; they are not independent validation.",
192
+ "Colored cells are generated; PBMC5+Other names are transferred final predictions, not experimentally observed cell identities.",
193
+ "Time is computational denoising, not biological time or differentiation.",
194
+ "Early predictions may lie outside the real reference distribution; UMAP placement does not validate identity or function.",
195
+ "The first clean-expression panel is already a prediction, not Gaussian noise.",
196
+ "Distances use high-dimensional state or expression PCA; UMAP distances are not biological effect sizes."
197
+ ],
198
+ "metric_definitions": {
199
+ "raw_endpoint_rmse": "Mean per-cell RMSE over common measured value/support coordinates to its own endpoint.",
200
+ "expression_endpoint_rmse": "Mean per-cell RMSE in common-panel normalized log1p expression to its own endpoint.",
201
+ "reference_pca_distance_median": "Median nearest-observed-cell Euclidean distance in frozen expression PCA.",
202
+ "support_fraction": "Mean hard support over common measured genes and tracked cells."
203
+ },
204
+ "frames": [
205
+ {
206
+ "index": 0,
207
+ "state_time": 1.0,
208
+ "prediction_time": 1.0,
209
+ "stage": "initial_noise",
210
+ "raw_endpoint_rmse": 1.364946692158056,
211
+ "expression_endpoint_rmse": 0.57633381417395,
212
+ "expression_pca_endpoint_distance": 12.563131332397461,
213
+ "support_fraction": 0.036230304897231544,
214
+ "reference_pca_distance_median": 7.728272914886475,
215
+ "reference_pca_distance_p90": 7.976956605911255,
216
+ "zero_expression_fraction": 0.0
217
+ },
218
+ {
219
+ "index": 1,
220
+ "state_time": 0.9800000190734863,
221
+ "prediction_time": 0.9800000190734863,
222
+ "stage": "denoising",
223
+ "raw_endpoint_rmse": 1.3451909317298416,
224
+ "expression_endpoint_rmse": 0.5505047742226035,
225
+ "expression_pca_endpoint_distance": 11.723661422729492,
226
+ "support_fraction": 0.038498436844588924,
227
+ "reference_pca_distance_median": 7.681509017944336,
228
+ "reference_pca_distance_p90": 8.028393745422363,
229
+ "zero_expression_fraction": 0.0
230
+ },
231
+ {
232
+ "index": 2,
233
+ "state_time": 0.9599999785423279,
234
+ "prediction_time": 0.9599999785423279,
235
+ "stage": "denoising",
236
+ "raw_endpoint_rmse": 1.3249886747143989,
237
+ "expression_endpoint_rmse": 0.5289386323325828,
238
+ "expression_pca_endpoint_distance": 10.893316268920898,
239
+ "support_fraction": 0.03958527225776007,
240
+ "reference_pca_distance_median": 7.589081048965454,
241
+ "reference_pca_distance_p90": 8.062735080718994,
242
+ "zero_expression_fraction": 0.0
243
+ },
244
+ {
245
+ "index": 3,
246
+ "state_time": 0.9399999976158142,
247
+ "prediction_time": 0.9399999976158142,
248
+ "stage": "denoising",
249
+ "raw_endpoint_rmse": 1.3043786745000339,
250
+ "expression_endpoint_rmse": 0.5098743806808828,
251
+ "expression_pca_endpoint_distance": 10.031975746154785,
252
+ "support_fraction": 0.04094107199035235,
253
+ "reference_pca_distance_median": 7.340260028839111,
254
+ "reference_pca_distance_p90": 8.039807319641113,
255
+ "zero_expression_fraction": 0.0
256
+ },
257
+ {
258
+ "index": 4,
259
+ "state_time": 0.9200000166893005,
260
+ "prediction_time": 0.9200000166893005,
261
+ "stage": "denoising",
262
+ "raw_endpoint_rmse": 1.2833484351260367,
263
+ "expression_endpoint_rmse": 0.49301555031759015,
264
+ "expression_pca_endpoint_distance": 9.179506301879883,
265
+ "support_fraction": 0.04256559026321309,
266
+ "reference_pca_distance_median": 6.975450038909912,
267
+ "reference_pca_distance_p90": 8.038512706756592,
268
+ "zero_expression_fraction": 0.0
269
+ },
270
+ {
271
+ "index": 5,
272
+ "state_time": 0.8999999761581421,
273
+ "prediction_time": 0.8999999761581421,
274
+ "stage": "denoising",
275
+ "raw_endpoint_rmse": 1.2619058930263265,
276
+ "expression_endpoint_rmse": 0.47781828662933884,
277
+ "expression_pca_endpoint_distance": 8.398361206054688,
278
+ "support_fraction": 0.044226729629823824,
279
+ "reference_pca_distance_median": 6.581446409225464,
280
+ "reference_pca_distance_p90": 7.991042375564575,
281
+ "zero_expression_fraction": 0.0
282
+ },
283
+ {
284
+ "index": 6,
285
+ "state_time": 0.8799999952316284,
286
+ "prediction_time": 0.8799999952316284,
287
+ "stage": "denoising",
288
+ "raw_endpoint_rmse": 1.240063021786849,
289
+ "expression_endpoint_rmse": 0.4644757593107884,
290
+ "expression_pca_endpoint_distance": 7.7090840339660645,
291
+ "support_fraction": 0.0458161834102349,
292
+ "reference_pca_distance_median": 6.251528024673462,
293
+ "reference_pca_distance_p90": 7.972661018371582,
294
+ "zero_expression_fraction": 0.0
295
+ },
296
+ {
297
+ "index": 7,
298
+ "state_time": 0.8600000143051147,
299
+ "prediction_time": 0.8600000143051147,
300
+ "stage": "denoising",
301
+ "raw_endpoint_rmse": 1.2178399335263954,
302
+ "expression_endpoint_rmse": 0.45290403852085703,
303
+ "expression_pca_endpoint_distance": 7.123557090759277,
304
+ "support_fraction": 0.04733001913800335,
305
+ "reference_pca_distance_median": 6.028787851333618,
306
+ "reference_pca_distance_p90": 7.893996238708496,
307
+ "zero_expression_fraction": 0.0
308
+ },
309
+ {
310
+ "index": 8,
311
+ "state_time": 0.8400000333786011,
312
+ "prediction_time": 0.8400000333786011,
313
+ "stage": "denoising",
314
+ "raw_endpoint_rmse": 1.1952575131574132,
315
+ "expression_endpoint_rmse": 0.4434037985971757,
316
+ "expression_pca_endpoint_distance": 6.671211242675781,
317
+ "support_fraction": 0.04866763121329698,
318
+ "reference_pca_distance_median": 5.872277736663818,
319
+ "reference_pca_distance_p90": 7.751129150390625,
320
+ "zero_expression_fraction": 0.0
321
+ },
322
+ {
323
+ "index": 9,
324
+ "state_time": 0.8199999928474426,
325
+ "prediction_time": 0.8199999928474426,
326
+ "stage": "denoising",
327
+ "raw_endpoint_rmse": 1.1723323635809928,
328
+ "expression_endpoint_rmse": 0.4352763987831923,
329
+ "expression_pca_endpoint_distance": 6.335783004760742,
330
+ "support_fraction": 0.049789203413380875,
331
+ "reference_pca_distance_median": 5.748063087463379,
332
+ "reference_pca_distance_p90": 7.654064655303955,
333
+ "zero_expression_fraction": 0.0
334
+ },
335
+ {
336
+ "index": 10,
337
+ "state_time": 0.800000011920929,
338
+ "prediction_time": 0.800000011920929,
339
+ "stage": "denoising",
340
+ "raw_endpoint_rmse": 1.1490774331626208,
341
+ "expression_endpoint_rmse": 0.4279826452765575,
342
+ "expression_pca_endpoint_distance": 6.083109378814697,
343
+ "support_fraction": 0.050717183567533554,
344
+ "reference_pca_distance_median": 5.6909918785095215,
345
+ "reference_pca_distance_p90": 7.576902866363525,
346
+ "zero_expression_fraction": 0.0
347
+ },
348
+ {
349
+ "index": 11,
350
+ "state_time": 0.7800000309944153,
351
+ "prediction_time": 0.7800000309944153,
352
+ "stage": "denoising",
353
+ "raw_endpoint_rmse": 1.125502391205889,
354
+ "expression_endpoint_rmse": 0.4210258607043843,
355
+ "expression_pca_endpoint_distance": 5.8859639167785645,
356
+ "support_fraction": 0.0514750026216443,
357
+ "reference_pca_distance_median": 5.647608041763306,
358
+ "reference_pca_distance_p90": 7.562347412109375,
359
+ "zero_expression_fraction": 0.0
360
+ },
361
+ {
362
+ "index": 12,
363
+ "state_time": 0.7599999904632568,
364
+ "prediction_time": 0.7599999904632568,
365
+ "stage": "denoising",
366
+ "raw_endpoint_rmse": 1.1016150435778047,
367
+ "expression_endpoint_rmse": 0.41459444252981015,
368
+ "expression_pca_endpoint_distance": 5.728480339050293,
369
+ "support_fraction": 0.05211910785444631,
370
+ "reference_pca_distance_median": 5.617325782775879,
371
+ "reference_pca_distance_p90": 7.517858982086182,
372
+ "zero_expression_fraction": 0.0
373
+ },
374
+ {
375
+ "index": 13,
376
+ "state_time": 0.7400000095367432,
377
+ "prediction_time": 0.7400000095367432,
378
+ "stage": "denoising",
379
+ "raw_endpoint_rmse": 1.0774227608830884,
380
+ "expression_endpoint_rmse": 0.40814009550558195,
381
+ "expression_pca_endpoint_distance": 5.595674991607666,
382
+ "support_fraction": 0.05269783583263423,
383
+ "reference_pca_distance_median": 5.588991403579712,
384
+ "reference_pca_distance_p90": 7.510085582733154,
385
+ "zero_expression_fraction": 0.0
386
+ },
387
+ {
388
+ "index": 14,
389
+ "state_time": 0.7200000286102295,
390
+ "prediction_time": 0.7200000286102295,
391
+ "stage": "denoising",
392
+ "raw_endpoint_rmse": 1.0529319718235484,
393
+ "expression_endpoint_rmse": 0.40197819320196726,
394
+ "expression_pca_endpoint_distance": 5.4801836013793945,
395
+ "support_fraction": 0.0532310946675755,
396
+ "reference_pca_distance_median": 5.577341556549072,
397
+ "reference_pca_distance_p90": 7.520097017288208,
398
+ "zero_expression_fraction": 0.0
399
+ },
400
+ {
401
+ "index": 15,
402
+ "state_time": 0.699999988079071,
403
+ "prediction_time": 0.699999988079071,
404
+ "stage": "denoising",
405
+ "raw_endpoint_rmse": 1.028149386241288,
406
+ "expression_endpoint_rmse": 0.39568682998298843,
407
+ "expression_pca_endpoint_distance": 5.375552177429199,
408
+ "support_fraction": 0.05373518770973154,
409
+ "reference_pca_distance_median": 5.5601959228515625,
410
+ "reference_pca_distance_p90": 7.483968257904053,
411
+ "zero_expression_fraction": 0.0
412
+ },
413
+ {
414
+ "index": 16,
415
+ "state_time": 0.6800000071525574,
416
+ "prediction_time": 0.6800000071525574,
417
+ "stage": "denoising",
418
+ "raw_endpoint_rmse": 1.003082267017973,
419
+ "expression_endpoint_rmse": 0.3894234429224581,
420
+ "expression_pca_endpoint_distance": 5.274548530578613,
421
+ "support_fraction": 0.05424263973364094,
422
+ "reference_pca_distance_median": 5.545248746871948,
423
+ "reference_pca_distance_p90": 7.46929669380188,
424
+ "zero_expression_fraction": 0.0
425
+ },
426
+ {
427
+ "index": 17,
428
+ "state_time": 0.6600000262260437,
429
+ "prediction_time": 0.6600000262260437,
430
+ "stage": "denoising",
431
+ "raw_endpoint_rmse": 0.9777380880963631,
432
+ "expression_endpoint_rmse": 0.3829923875840886,
433
+ "expression_pca_endpoint_distance": 5.180140495300293,
434
+ "support_fraction": 0.05473493537646812,
435
+ "reference_pca_distance_median": 5.5288755893707275,
436
+ "reference_pca_distance_p90": 7.4463207721710205,
437
+ "zero_expression_fraction": 0.0
438
+ },
439
+ {
440
+ "index": 18,
441
+ "state_time": 0.6399999856948853,
442
+ "prediction_time": 0.6399999856948853,
443
+ "stage": "denoising",
444
+ "raw_endpoint_rmse": 0.9521245899018782,
445
+ "expression_endpoint_rmse": 0.37621060563579456,
446
+ "expression_pca_endpoint_distance": 5.078736305236816,
447
+ "support_fraction": 0.055275157954068795,
448
+ "reference_pca_distance_median": 5.506584405899048,
449
+ "reference_pca_distance_p90": 7.417643785476685,
450
+ "zero_expression_fraction": 0.0
451
+ },
452
+ {
453
+ "index": 19,
454
+ "state_time": 0.6200000047683716,
455
+ "prediction_time": 0.6200000047683716,
456
+ "stage": "denoising",
457
+ "raw_endpoint_rmse": 0.9262506859185959,
458
+ "expression_endpoint_rmse": 0.3690899695704236,
459
+ "expression_pca_endpoint_distance": 4.9731597900390625,
460
+ "support_fraction": 0.055845611367449664,
461
+ "reference_pca_distance_median": 5.495061635971069,
462
+ "reference_pca_distance_p90": 7.415743827819824,
463
+ "zero_expression_fraction": 0.0
464
+ },
465
+ {
466
+ "index": 20,
467
+ "state_time": 0.6000000238418579,
468
+ "prediction_time": 0.6000000238418579,
469
+ "stage": "denoising",
470
+ "raw_endpoint_rmse": 0.9001245478652306,
471
+ "expression_endpoint_rmse": 0.3617370206353899,
472
+ "expression_pca_endpoint_distance": 4.864397048950195,
473
+ "support_fraction": 0.056429664560612415,
474
+ "reference_pca_distance_median": 5.477532386779785,
475
+ "reference_pca_distance_p90": 7.426285743713379,
476
+ "zero_expression_fraction": 0.0
477
+ },
478
+ {
479
+ "index": 21,
480
+ "state_time": 0.5799999833106995,
481
+ "prediction_time": 0.5799999833106995,
482
+ "stage": "denoising",
483
+ "raw_endpoint_rmse": 0.8737544354828021,
484
+ "expression_endpoint_rmse": 0.3539243080463535,
485
+ "expression_pca_endpoint_distance": 4.749155521392822,
486
+ "support_fraction": 0.05705230508074664,
487
+ "reference_pca_distance_median": 5.463616609573364,
488
+ "reference_pca_distance_p90": 7.426860570907593,
489
+ "zero_expression_fraction": 0.0
490
+ },
491
+ {
492
+ "index": 22,
493
+ "state_time": 0.5600000023841858,
494
+ "prediction_time": 0.5600000023841858,
495
+ "stage": "denoising",
496
+ "raw_endpoint_rmse": 0.8471484685307552,
497
+ "expression_endpoint_rmse": 0.3459052185591868,
498
+ "expression_pca_endpoint_distance": 4.631728649139404,
499
+ "support_fraction": 0.05766363975985738,
500
+ "reference_pca_distance_median": 5.442348957061768,
501
+ "reference_pca_distance_p90": 7.390732526779175,
502
+ "zero_expression_fraction": 0.0
503
+ },
504
+ {
505
+ "index": 23,
506
+ "state_time": 0.5400000214576721,
507
+ "prediction_time": 0.5400000214576721,
508
+ "stage": "denoising",
509
+ "raw_endpoint_rmse": 0.8203140687680983,
510
+ "expression_endpoint_rmse": 0.3376076821413326,
511
+ "expression_pca_endpoint_distance": 4.509690284729004,
512
+ "support_fraction": 0.05828996696728188,
513
+ "reference_pca_distance_median": 5.430506467819214,
514
+ "reference_pca_distance_p90": 7.3798723220825195,
515
+ "zero_expression_fraction": 0.0
516
+ },
517
+ {
518
+ "index": 24,
519
+ "state_time": 0.5199999809265137,
520
+ "prediction_time": 0.5199999809265137,
521
+ "stage": "denoising",
522
+ "raw_endpoint_rmse": 0.7932584999441765,
523
+ "expression_endpoint_rmse": 0.32904928349604934,
524
+ "expression_pca_endpoint_distance": 4.38429069519043,
525
+ "support_fraction": 0.05890752805159396,
526
+ "reference_pca_distance_median": 5.404338359832764,
527
+ "reference_pca_distance_p90": 7.399939298629761,
528
+ "zero_expression_fraction": 0.0
529
+ },
530
+ {
531
+ "index": 25,
532
+ "state_time": 0.5,
533
+ "prediction_time": 0.5,
534
+ "stage": "denoising",
535
+ "raw_endpoint_rmse": 0.7659885877472206,
536
+ "expression_endpoint_rmse": 0.32029213463499734,
537
+ "expression_pca_endpoint_distance": 4.258594989776611,
538
+ "support_fraction": 0.0595182892460151,
539
+ "reference_pca_distance_median": 5.37860894203186,
540
+ "reference_pca_distance_p90": 7.382377624511719,
541
+ "zero_expression_fraction": 0.0
542
+ },
543
+ {
544
+ "index": 26,
545
+ "state_time": 0.47999998927116394,
546
+ "prediction_time": 0.47999998927116394,
547
+ "stage": "denoising",
548
+ "raw_endpoint_rmse": 0.7385111360245546,
549
+ "expression_endpoint_rmse": 0.3112889893083724,
550
+ "expression_pca_endpoint_distance": 4.123774528503418,
551
+ "support_fraction": 0.06015149826971476,
552
+ "reference_pca_distance_median": 5.358672142028809,
553
+ "reference_pca_distance_p90": 7.358441352844238,
554
+ "zero_expression_fraction": 0.0
555
+ },
556
+ {
557
+ "index": 27,
558
+ "state_time": 0.4599999785423279,
559
+ "prediction_time": 0.4599999785423279,
560
+ "stage": "denoising",
561
+ "raw_endpoint_rmse": 0.7108327598549822,
562
+ "expression_endpoint_rmse": 0.3022052717387215,
563
+ "expression_pca_endpoint_distance": 3.988318920135498,
564
+ "support_fraction": 0.0607974058829698,
565
+ "reference_pca_distance_median": 5.340852975845337,
566
+ "reference_pca_distance_p90": 7.348905086517334,
567
+ "zero_expression_fraction": 0.0
568
+ },
569
+ {
570
+ "index": 28,
571
+ "state_time": 0.4399999976158142,
572
+ "prediction_time": 0.4399999976158142,
573
+ "stage": "denoising",
574
+ "raw_endpoint_rmse": 0.6829603684874865,
575
+ "expression_endpoint_rmse": 0.2930196589653742,
576
+ "expression_pca_endpoint_distance": 3.844404458999634,
577
+ "support_fraction": 0.0614629758284396,
578
+ "reference_pca_distance_median": 5.326299428939819,
579
+ "reference_pca_distance_p90": 7.322319984436035,
580
+ "zero_expression_fraction": 0.0
581
+ },
582
+ {
583
+ "index": 29,
584
+ "state_time": 0.41999998688697815,
585
+ "prediction_time": 0.41999998688697815,
586
+ "stage": "denoising",
587
+ "raw_endpoint_rmse": 0.654900500146314,
588
+ "expression_endpoint_rmse": 0.2838053602766436,
589
+ "expression_pca_endpoint_distance": 3.695871591567993,
590
+ "support_fraction": 0.06212911925859899,
591
+ "reference_pca_distance_median": 5.301756381988525,
592
+ "reference_pca_distance_p90": 7.309918642044067,
593
+ "zero_expression_fraction": 0.0
594
+ },
595
+ {
596
+ "index": 30,
597
+ "state_time": 0.3999999761581421,
598
+ "prediction_time": 0.3999999761581421,
599
+ "stage": "denoising",
600
+ "raw_endpoint_rmse": 0.626659581743018,
601
+ "expression_endpoint_rmse": 0.2743749533140588,
602
+ "expression_pca_endpoint_distance": 3.5439841747283936,
603
+ "support_fraction": 0.0628130407141359,
604
+ "reference_pca_distance_median": 5.287762641906738,
605
+ "reference_pca_distance_p90": 7.310556173324585,
606
+ "zero_expression_fraction": 0.0
607
+ },
608
+ {
609
+ "index": 31,
610
+ "state_time": 0.3799999952316284,
611
+ "prediction_time": 0.3799999952316284,
612
+ "stage": "denoising",
613
+ "raw_endpoint_rmse": 0.5982437295982501,
614
+ "expression_endpoint_rmse": 0.26508704116075543,
615
+ "expression_pca_endpoint_distance": 3.392320156097412,
616
+ "support_fraction": 0.06346066878145973,
617
+ "reference_pca_distance_median": 5.271132946014404,
618
+ "reference_pca_distance_p90": 7.289188385009766,
619
+ "zero_expression_fraction": 0.0
620
+ },
621
+ {
622
+ "index": 32,
623
+ "state_time": 0.35999998450279236,
624
+ "prediction_time": 0.35999998450279236,
625
+ "stage": "denoising",
626
+ "raw_endpoint_rmse": 0.5696587797022218,
627
+ "expression_endpoint_rmse": 0.2562461666375836,
628
+ "expression_pca_endpoint_distance": 3.239525318145752,
629
+ "support_fraction": 0.06408019609899329,
630
+ "reference_pca_distance_median": 5.273058176040649,
631
+ "reference_pca_distance_p90": 7.287405729293823,
632
+ "zero_expression_fraction": 0.0
633
+ },
634
+ {
635
+ "index": 33,
636
+ "state_time": 0.3400000035762787,
637
+ "prediction_time": 0.3400000035762787,
638
+ "stage": "denoising",
639
+ "raw_endpoint_rmse": 0.5409111153050595,
640
+ "expression_endpoint_rmse": 0.24726249135396966,
641
+ "expression_pca_endpoint_distance": 3.0847928524017334,
642
+ "support_fraction": 0.06468186346476511,
643
+ "reference_pca_distance_median": 5.262468099594116,
644
+ "reference_pca_distance_p90": 7.286594867706299,
645
+ "zero_expression_fraction": 0.0
646
+ },
647
+ {
648
+ "index": 34,
649
+ "state_time": 0.3199999928474426,
650
+ "prediction_time": 0.3199999928474426,
651
+ "stage": "denoising",
652
+ "raw_endpoint_rmse": 0.5120081346069173,
653
+ "expression_endpoint_rmse": 0.23853068653414827,
654
+ "expression_pca_endpoint_distance": 2.923938035964966,
655
+ "support_fraction": 0.06525985410549497,
656
+ "reference_pca_distance_median": 5.245026588439941,
657
+ "reference_pca_distance_p90": 7.283837556838989,
658
+ "zero_expression_fraction": 0.0
659
+ },
660
+ {
661
+ "index": 35,
662
+ "state_time": 0.29999998211860657,
663
+ "prediction_time": 0.29999998211860657,
664
+ "stage": "denoising",
665
+ "raw_endpoint_rmse": 0.4829585910149898,
666
+ "expression_endpoint_rmse": 0.23027493356056372,
667
+ "expression_pca_endpoint_distance": 2.7587263584136963,
668
+ "support_fraction": 0.06581859204593121,
669
+ "reference_pca_distance_median": 5.237555027008057,
670
+ "reference_pca_distance_p90": 7.296430349349976,
671
+ "zero_expression_fraction": 0.0
672
+ },
673
+ {
674
+ "index": 36,
675
+ "state_time": 0.2800000011920929,
676
+ "prediction_time": 0.2800000011920929,
677
+ "stage": "denoising",
678
+ "raw_endpoint_rmse": 0.4537716118599586,
679
+ "expression_endpoint_rmse": 0.22213270181223743,
680
+ "expression_pca_endpoint_distance": 2.5929126739501953,
681
+ "support_fraction": 0.06637315174077181,
682
+ "reference_pca_distance_median": 5.228440761566162,
683
+ "reference_pca_distance_p90": 7.256763935089111,
684
+ "zero_expression_fraction": 0.0
685
+ },
686
+ {
687
+ "index": 37,
688
+ "state_time": 0.25999999046325684,
689
+ "prediction_time": 0.25999999046325684,
690
+ "stage": "denoising",
691
+ "raw_endpoint_rmse": 0.4244562062975621,
692
+ "expression_endpoint_rmse": 0.21423562615418518,
693
+ "expression_pca_endpoint_distance": 2.4301598072052,
694
+ "support_fraction": 0.0668806037646812,
695
+ "reference_pca_distance_median": 5.223472595214844,
696
+ "reference_pca_distance_p90": 7.256005764007568,
697
+ "zero_expression_fraction": 0.0
698
+ },
699
+ {
700
+ "index": 38,
701
+ "state_time": 0.23999999463558197,
702
+ "prediction_time": 0.23999999463558197,
703
+ "stage": "denoising",
704
+ "raw_endpoint_rmse": 0.39502004842682736,
705
+ "expression_endpoint_rmse": 0.2064465788619449,
706
+ "expression_pca_endpoint_distance": 2.2754857540130615,
707
+ "support_fraction": 0.06735077928376677,
708
+ "reference_pca_distance_median": 5.221569061279297,
709
+ "reference_pca_distance_p90": 7.277010202407837,
710
+ "zero_expression_fraction": 0.0
711
+ },
712
+ {
713
+ "index": 39,
714
+ "state_time": 0.2199999988079071,
715
+ "prediction_time": 0.2199999988079071,
716
+ "stage": "denoising",
717
+ "raw_endpoint_rmse": 0.365468601539262,
718
+ "expression_endpoint_rmse": 0.19859450873266873,
719
+ "expression_pca_endpoint_distance": 2.1320316791534424,
720
+ "support_fraction": 0.06776753880033556,
721
+ "reference_pca_distance_median": 5.228242874145508,
722
+ "reference_pca_distance_p90": 7.286143064498901,
723
+ "zero_expression_fraction": 0.0
724
+ },
725
+ {
726
+ "index": 40,
727
+ "state_time": 0.19999998807907104,
728
+ "prediction_time": 0.19999998807907104,
729
+ "stage": "denoising",
730
+ "raw_endpoint_rmse": 0.3358059072807649,
731
+ "expression_endpoint_rmse": 0.19060321105687228,
732
+ "expression_pca_endpoint_distance": 2.0000224113464355,
733
+ "support_fraction": 0.06815578793519295,
734
+ "reference_pca_distance_median": 5.221081733703613,
735
+ "reference_pca_distance_p90": 7.283380031585693,
736
+ "zero_expression_fraction": 0.0
737
+ },
738
+ {
739
+ "index": 41,
740
+ "state_time": 0.17999999225139618,
741
+ "prediction_time": 0.17999999225139618,
742
+ "stage": "denoising",
743
+ "raw_endpoint_rmse": 0.3060315756993275,
744
+ "expression_endpoint_rmse": 0.18176693363322233,
745
+ "expression_pca_endpoint_distance": 1.8662610054016113,
746
+ "support_fraction": 0.06850815331375838,
747
+ "reference_pca_distance_median": 5.224708795547485,
748
+ "reference_pca_distance_p90": 7.305735111236572,
749
+ "zero_expression_fraction": 0.0
750
+ },
751
+ {
752
+ "index": 42,
753
+ "state_time": 0.1599999964237213,
754
+ "prediction_time": 0.1599999964237213,
755
+ "stage": "denoising",
756
+ "raw_endpoint_rmse": 0.27614190598391364,
757
+ "expression_endpoint_rmse": 0.1721957301667505,
758
+ "expression_pca_endpoint_distance": 1.735234260559082,
759
+ "support_fraction": 0.06881398450608221,
760
+ "reference_pca_distance_median": 5.2297585010528564,
761
+ "reference_pca_distance_p90": 7.3158276081085205,
762
+ "zero_expression_fraction": 0.0
763
+ },
764
+ {
765
+ "index": 43,
766
+ "state_time": 0.14000000059604645,
767
+ "prediction_time": 0.14000000059604645,
768
+ "stage": "denoising",
769
+ "raw_endpoint_rmse": 0.246123934875025,
770
+ "expression_endpoint_rmse": 0.16183874112637878,
771
+ "expression_pca_endpoint_distance": 1.5959843397140503,
772
+ "support_fraction": 0.06908196570889262,
773
+ "reference_pca_distance_median": 5.23000955581665,
774
+ "reference_pca_distance_p90": 7.326581239700317,
775
+ "zero_expression_fraction": 0.0
776
+ },
777
+ {
778
+ "index": 44,
779
+ "state_time": 0.11999999731779099,
780
+ "prediction_time": 0.11999999731779099,
781
+ "stage": "denoising",
782
+ "raw_endpoint_rmse": 0.2159513943760059,
783
+ "expression_endpoint_rmse": 0.15008091799908402,
784
+ "expression_pca_endpoint_distance": 1.4479801654815674,
785
+ "support_fraction": 0.0693327423710151,
786
+ "reference_pca_distance_median": 5.229024648666382,
787
+ "reference_pca_distance_p90": 7.366983652114868,
788
+ "zero_expression_fraction": 0.0
789
+ },
790
+ {
791
+ "index": 45,
792
+ "state_time": 0.09999999403953552,
793
+ "prediction_time": 0.09999999403953552,
794
+ "stage": "denoising",
795
+ "raw_endpoint_rmse": 0.18557044274148074,
796
+ "expression_endpoint_rmse": 0.1367369279432038,
797
+ "expression_pca_endpoint_distance": 1.2871094942092896,
798
+ "support_fraction": 0.06957131200188758,
799
+ "reference_pca_distance_median": 5.229309558868408,
800
+ "reference_pca_distance_p90": 7.363631010055542,
801
+ "zero_expression_fraction": 0.0
802
+ },
803
+ {
804
+ "index": 46,
805
+ "state_time": 0.07999999821186066,
806
+ "prediction_time": 0.07999999821186066,
807
+ "stage": "denoising",
808
+ "raw_endpoint_rmse": 0.15486914542646546,
809
+ "expression_endpoint_rmse": 0.12063317219083168,
810
+ "expression_pca_endpoint_distance": 1.1055493354797363,
811
+ "support_fraction": 0.06978751572986577,
812
+ "reference_pca_distance_median": 5.2305169105529785,
813
+ "reference_pca_distance_p90": 7.392270565032959,
814
+ "zero_expression_fraction": 0.0
815
+ },
816
+ {
817
+ "index": 47,
818
+ "state_time": 0.05999999865889549,
819
+ "prediction_time": 0.05999999865889549,
820
+ "stage": "denoising",
821
+ "raw_endpoint_rmse": 0.12360748069707789,
822
+ "expression_endpoint_rmse": 0.10070291524582256,
823
+ "expression_pca_endpoint_distance": 0.89299476146698,
824
+ "support_fraction": 0.07002633113989094,
825
+ "reference_pca_distance_median": 5.2257301807403564,
826
+ "reference_pca_distance_p90": 7.4340174198150635,
827
+ "zero_expression_fraction": 0.0
828
+ },
829
+ {
830
+ "index": 48,
831
+ "state_time": 0.03999999910593033,
832
+ "prediction_time": 0.03999999910593033,
833
+ "stage": "denoising",
834
+ "raw_endpoint_rmse": 0.0912096202808027,
835
+ "expression_endpoint_rmse": 0.07203536011471848,
836
+ "expression_pca_endpoint_distance": 0.6076183319091797,
837
+ "support_fraction": 0.07032224923972315,
838
+ "reference_pca_distance_median": 5.239840030670166,
839
+ "reference_pca_distance_p90": 7.472022533416748,
840
+ "zero_expression_fraction": 0.0
841
+ },
842
+ {
843
+ "index": 49,
844
+ "state_time": 0.019999999552965164,
845
+ "prediction_time": 0.019999999552965164,
846
+ "stage": "denoising",
847
+ "raw_endpoint_rmse": 0.05595470560884935,
848
+ "expression_endpoint_rmse": 0.0,
849
+ "expression_pca_endpoint_distance": 0.0,
850
+ "support_fraction": 0.07076743721161913,
851
+ "reference_pca_distance_median": 5.263898611068726,
852
+ "reference_pca_distance_p90": 7.502798795700073,
853
+ "zero_expression_fraction": 0.0
854
+ },
855
+ {
856
+ "index": 50,
857
+ "state_time": 0.0,
858
+ "prediction_time": 0.019999999552965164,
859
+ "stage": "clean_endpoint",
860
+ "raw_endpoint_rmse": 0.0,
861
+ "expression_endpoint_rmse": 0.0,
862
+ "expression_pca_endpoint_distance": 0.0,
863
+ "support_fraction": 0.07076743721161913,
864
+ "reference_pca_distance_median": 5.263898611068726,
865
+ "reference_pca_distance_p90": 7.502798795700073,
866
+ "zero_expression_fraction": 0.0
867
+ }
868
+ ],
869
+ "video": {
870
+ "file": "diffusion-trajectory.mp4",
871
+ "fps": 25,
872
+ "duration_seconds": 20.0,
873
+ "authentic_frames": 51,
874
+ "displayed_frames": 500,
875
+ "hold_frames_per_observation": [
876
+ 25,
877
+ 9,
878
+ 9,
879
+ 9,
880
+ 9,
881
+ 9,
882
+ 9,
883
+ 9,
884
+ 9,
885
+ 9,
886
+ 9,
887
+ 9,
888
+ 9,
889
+ 9,
890
+ 9,
891
+ 9,
892
+ 9,
893
+ 9,
894
+ 9,
895
+ 9,
896
+ 9,
897
+ 9,
898
+ 9,
899
+ 9,
900
+ 9,
901
+ 9,
902
+ 9,
903
+ 9,
904
+ 9,
905
+ 9,
906
+ 9,
907
+ 9,
908
+ 9,
909
+ 9,
910
+ 8,
911
+ 8,
912
+ 8,
913
+ 8,
914
+ 8,
915
+ 8,
916
+ 8,
917
+ 8,
918
+ 8,
919
+ 8,
920
+ 8,
921
+ 8,
922
+ 8,
923
+ 8,
924
+ 8,
925
+ 8,
926
+ 50
927
+ ],
928
+ "interpolation": "none; exact recorded states are held",
929
+ "width": 1600,
930
+ "height": 900,
931
+ "codec": "H.264",
932
+ "pixel_format": "yuv420p",
933
+ "full_decode_verified": true
934
+ },
935
+ "display_labels": {
936
+ "gray": "Ground truth",
937
+ "point_unit": "cell",
938
+ "left": "Denoising · PCA",
939
+ "right": "Expression estimate · UMAP",
940
+ "input": "Pseudobulk counts encoded as condition vector",
941
+ "marker_size_and_alpha_equal": true
942
+ },
943
+ "assets": {
944
+ "coordinates.npz": {
945
+ "bytes": 3021357,
946
+ "sha256": "859a8a9ce86c8a09d1313f2f98b4d4f3bf0f5dadf3501dcb38be5fe5aefad467"
947
+ },
948
+ "diffusion-trajectory.mp4": {
949
+ "bytes": 1076000,
950
+ "sha256": "6435e8b8c48c1da40e7cb503dfe35f0cba7735329a5db36769eaa2efb992db71"
951
+ },
952
+ "keyframes.pdf": {
953
+ "bytes": 812333,
954
+ "sha256": "26c418443c209de2be11d03d1ac95d8d74ee7c88664ee85a19d277f016d5f7c6"
955
+ },
956
+ "keyframes.png": {
957
+ "bytes": 518255,
958
+ "sha256": "6e449d01d072813a0d34ae31de082667570288ad154b9cda68841913ea4ee77e"
959
+ },
960
+ "metrics.csv": {
961
+ "bytes": 8706,
962
+ "sha256": "e9f1b7623dba3c4df4ae693b35161ae41fd50955d57ac7c1cd7d314a6273afb0"
963
+ },
964
+ "poster.png": {
965
+ "bytes": 311965,
966
+ "sha256": "e36b32603be7e176fc307f2f49e4d1d038ce949cfd8ec1a62518c0022f007cac"
967
+ }
968
+ }
969
+ }
paper-releases/pbisc-diffusion/updates/20261013T072655Z-enriched-140-slide-master/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/data/figure_enrichment_20261013/trajectory_source_provenance.json ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "public_page": "https://www.virtualhumanlab.com/research/pbisc-diffusion/",
3
+ "external_source_bindings": [
4
+ {
5
+ "path": "/home/sj_server_1/virtual-human-lab/research/pbisc-diffusion/assets/interactive-v1/manifest.json",
6
+ "sha256": "d3d88ee10c226caf08d05eff5e8af9348984568c90b7ab2a4ca19203cc62238d",
7
+ "bytes": 217501,
8
+ "role": "website interactive export manifest"
9
+ },
10
+ {
11
+ "path": "/home/sj_server_1/virtual-human-lab/research/pbisc-diffusion/assets/interactive-v1/cells.bin",
12
+ "sha256": "f69fa11064f759446202fe0ad86260e53378a916eb6bbce4718d81cbb5adec60",
13
+ "bytes": 3412128,
14
+ "role": "website exact recorded coordinates"
15
+ },
16
+ {
17
+ "path": "/home/sj_server_1/virtual-human-lab/research/pbisc-diffusion/assets/v3/methods.json",
18
+ "sha256": "1d374c2367201d29c54161cbc424fa96194d3764cf1690102085e96c781eba19",
19
+ "bytes": 36423,
20
+ "role": "trajectory/annotation definitions"
21
+ },
22
+ {
23
+ "path": "/home/sj_server_1/virtual-human-lab/research/pbisc-diffusion/assets/v3/coordinates.npz",
24
+ "sha256": "859a8a9ce86c8a09d1313f2f98b4d4f3bf0f5dadf3501dcb38be5fe5aefad467",
25
+ "bytes": 3021357,
26
+ "role": "bit-identical stored coordinate cross-check"
27
+ }
28
+ ],
29
+ "interactive_coordinate_descriptors": {
30
+ "pca": {
31
+ "file": "cells.bin",
32
+ "dtype": "float32",
33
+ "shape": [
34
+ 51,
35
+ 4096,
36
+ 2
37
+ ],
38
+ "byte_offset": 0,
39
+ "length": 417792
40
+ },
41
+ "umap": {
42
+ "file": "cells.bin",
43
+ "dtype": "float32",
44
+ "shape": [
45
+ 51,
46
+ 4096,
47
+ 2
48
+ ],
49
+ "byte_offset": 1671168,
50
+ "length": 417792
51
+ },
52
+ "real_pca": {
53
+ "file": "cells.bin",
54
+ "dtype": "float32",
55
+ "shape": [
56
+ 4362,
57
+ 2
58
+ ],
59
+ "byte_offset": 3342336,
60
+ "length": 8724
61
+ },
62
+ "real_umap": {
63
+ "file": "cells.bin",
64
+ "dtype": "float32",
65
+ "shape": [
66
+ 4362,
67
+ 2
68
+ ],
69
+ "byte_offset": 3377232,
70
+ "length": 8724
71
+ }
72
+ },
73
+ "interactive_provenance": {
74
+ "new_inference": false,
75
+ "new_statistics": false,
76
+ "coordinate_fit_repeated": false,
77
+ "source_cell_methods_sha256": "1d374c2367201d29c54161cbc424fa96194d3764cf1690102085e96c781eba19",
78
+ "source_single_methods_sha256": "336463884005dacbf15892fdb82c74e33c2e7aa1f90b1561bc8a67ad6ed32471",
79
+ "source_volcano_methods_sha256": "a781c955539a313a60281dc19f374dca9392af56d3f1a86064d248fef02c4bcf",
80
+ "source_block_metadata_sha256": "af022b0cc312d51e387c8ad5009ffd9cf966bae5055e58f0a59e00f742ad19c5",
81
+ "exporter_sha256": "8f92dbfb62b53341c8a9969a97cbcb442bf65adcda0f72eeb52b66eb2ea08f50",
82
+ "cells_coordinates_roundtrip": "float32 bit-identical",
83
+ "volcano_statistics_roundtrip": "float64 bit-identical",
84
+ "single_expression_roundtrip": "float32, maximum error recorded above",
85
+ "compute": "server_2 CPU"
86
+ },
87
+ "live_page_reference_checked": true,
88
+ "live_asset_bytes_verified": false,
89
+ "live_asset_limitation": "Direct manifest fetch returned HTTP 403; web open could not retrieve the JSON. Local binary/manifest/stored-coordinate equivalence verified.",
90
+ "archive_scope": "Archive these small Model8 snapshots; no broad website dependency is required."
91
+ }
paper-releases/pbisc-diffusion/updates/20261013T072655Z-enriched-140-slide-master/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/data/figure_order_fixed_20261013/README.md ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Figure 순서를 실제 PPTX/PDF에 반영한 131장 덱
2
+
3
+ > 현재 작업 덱은 [140장 확장본](../figure_enrichment_20261013/README.md)이다. 이 문서는 보존된 131장 재배치 버전의 기록이다.
4
+
5
+ 사용자가 지정한 Figure 구분을 슬라이드 순서, 목차, 구분 페이지, 계획표, 우측 panel label에 모두 반영했다. 이전 131장 덱과 원본 76장 파일은 보존했다.
6
+
7
+ | 섹션 | 현재 페이지 | 내용 |
8
+ |---|---|---|
9
+ | Introduction | 1–4 | 현재 목차와 Figure 구성 |
10
+ | Figure 1 | 5–9 | 전체 실험 개요와 corpus 통계만 |
11
+ | Figure 2 | 10–14 | SLE pseudobulk architecture/gene-context ablation만 |
12
+ | Figure 3 | 15–23 | 건강인 paired mismatch → full FT → rank → paired 수 → exact-five |
13
+ | Figure 4 | 24–29 | 질환 paired disease-integrity 비교 |
14
+ | Figure 5 | 30–31 | Paired rare-population 정성 패널 계획; 정량 자료는 S10 |
15
+ | Figure 6 | 32–34 | Bulk-only에서 기존 논문 결과 재현 계획 |
16
+ | Supplementary | 35–36 | 보충자료 안내 |
17
+ | Supp S01 | 37–42 | 기존 상세 결과 및 대조군 |
18
+ | Supp S02 | 43–48 | 기존 상세 결과 및 대조군 |
19
+ | Supp S03 | 49–63 | 기존 상세 결과 및 대조군 |
20
+ | Supp S04 | 64–68 | 기존 상세 결과 및 대조군 |
21
+ | Supp S05 | 69–73 | 기존 상세 결과 및 대조군 |
22
+ | Supp S06 | 74–80 | 기존 상세 결과 및 대조군 |
23
+ | Supp S07 | 81–90 | 기존 상세 결과 및 대조군 |
24
+ | Supp S08 | 91–99 | 기존 상세 결과 및 대조군 |
25
+ | Supp S09 | 100–105 | 기존 상세 결과 및 대조군 |
26
+ | Supp S10 | 106–111 | 기존 상세 결과 및 대조군 |
27
+ | Supp S11 | 112–116 | 기존 상세 결과 및 대조군 |
28
+ | Supp S12 | 117–121 | 기존 상세 결과 및 대조군 |
29
+ | Supp S13 | 122–122 | 기존 상세 결과 및 대조군 |
30
+ | Supp S14 | 123–123 | 기존 상세 결과 및 대조군 |
31
+ | Historical archive | 124–129 | 과거 scorer와 탐색 기록; 현재 결론과 분리 |
32
+ | Discussion | 130–131 | 확장 가능성과 전망 |
33
+
34
+ ## 실제 수정
35
+
36
+ - Figure 1 끝의 architecture/gene ablation을 Figure 2로 이동했다.
37
+ - 이전 Figure 2의 mismatch·adaptation·rank·paired 수와 이전 Figure 3의 건강인 비교를 하나의 Figure 3 흐름으로 통합했다.
38
+ - Figure 3의 full FT 그림은 저장된 ImMicro pooled 결과만 추출했다. Sepsis가 섞인 원본 full-FT 그림은 보충자료에 그대로 유지했다.
39
+ - Eight old planning-card images were replaced with editable tables reflecting the current scope. No old Figure 2=fine-tuning or Figure 3=healthy-only-comparison divider remains.
40
+ - SLE가 들어 있던 이전 Figure 4 자료는 S02로 이동했다. 여러 cohort가 섞인 full/rank 상세 그림도 보충자료로 두었다.
41
+ - Figure 5의 정성 증거와 Figure 6의 실제 재현 결과는 아직 완료되지 않았으므로 계획으로 표시한다. 기존 rare 정량 결과를 완성된 정성 패널로 바꾸어 부르지 않았다.
42
+ - 131개 source-page ID는 각각 한 번씩 대응한다. 76개 original-slide ID도 모두 유지한다. 과거 순서를 유지한다는 제약은 이번 사용자 지시에 따라 해제했다.
43
+
44
+ ## Figure 3 패널
45
+
46
+ | 현재 페이지 | 내용 |
47
+ |---|---|
48
+ | 17 | Real bulk–pseudobulk mismatch |
49
+ | 18 | 생성 세포 공간의 영향: 기존 native-depth 진단 |
50
+ | 19 | Healthy raw/calibrated/full FT/LoRA: 동일 pooled scoring |
51
+ | 20 | Full FT와 LoRA r4/r16/r64의 성능·파라미터 비교 |
52
+ | 21 | Historical n training + 7 validation 곡선 |
53
+ | 22 | 추가 validation 없는 genuine five-pair 비교 |
54
+ | 23 | Composition 오차와 donor별 비교 |
55
+
56
+ [페이지 대응표](page_map.csv) · [검증 결과](qa/VERIFICATION.json)
57
+
58
+ 새 학습·생성·scoring·통계 검정은 실행하지 않았다. 새 건강인 비교 그림의 12개 값은 기존 표와 정확히 일치한다. 기존 PBISC gold/scSemi blue와 Arial 스타일을 유지했다.