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 +0 -0
- 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 +969 -0
- 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 +91 -0
- 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 +58 -0
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
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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
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|
| 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 |
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"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 |
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"#E69F00",
|
| 75 |
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"#56B4E9"
|
| 76 |
+
],
|
| 77 |
+
"confidence_threshold": 0.0,
|
| 78 |
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"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 |
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"other_semantics": "AIFI annotations outside the specified PBMC5 classes map to Other. Threshold 0 does not reject low-confidence assignments.",
|
| 80 |
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"temporal_semantics": "Final predicted labels are propagated retrospectively to the same tracked cell IDs; early noisy states are not reclassified.",
|
| 81 |
+
"counts": {
|
| 82 |
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"T cell": 1578,
|
| 83 |
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"B cell": 1008,
|
| 84 |
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"Monocyte": 1234,
|
| 85 |
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"NK cell": 170,
|
| 86 |
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"DC": 85,
|
| 87 |
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"Other": 21
|
| 88 |
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},
|
| 89 |
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"confidence_quantiles": {
|
| 90 |
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"0": 0.39176610112190247,
|
| 91 |
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"0.1": 0.9992907047271729,
|
| 92 |
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"0.5": 0.9999966025352478,
|
| 93 |
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"0.9": 0.9999999403953552,
|
| 94 |
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"1": 1.0
|
| 95 |
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},
|
| 96 |
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"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 |
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"axis_limits": "Full min/max across all frames and observed reference points with 6.5% padding, fixed throughout.",
|
| 100 |
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"repeat_transform_max_abs_difference": 0.0,
|
| 101 |
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|
| 102 |
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|
| 103 |
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"capture_parity": {
|
| 104 |
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"status": "passed",
|
| 105 |
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"cells": 8,
|
| 106 |
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"steps": 50,
|
| 107 |
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"device": "cuda:0",
|
| 108 |
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|
| 109 |
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"values": true,
|
| 110 |
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"dense_values": true,
|
| 111 |
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"active_mask": true,
|
| 112 |
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"active_logits": true,
|
| 113 |
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"final_state": true
|
| 114 |
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},
|
| 115 |
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"rng_unchanged": true,
|
| 116 |
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"last_decoded_prediction_matches_endpoint": true,
|
| 117 |
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"prediction_times": [
|
| 118 |
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1.0,
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| 119 |
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0.9800000190734863,
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0.8799999952316284,
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0.8400000333786011,
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| 129 |
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0.7800000309944153,
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| 130 |
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0.7599999904632568,
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| 131 |
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0.7400000095367432,
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| 132 |
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0.7200000286102295,
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| 133 |
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0.699999988079071,
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0.6800000071525574,
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0.6600000262260437,
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0.6399999856948853,
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0.6200000047683716,
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0.3199999928474426,
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0.29999998211860657,
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0.2800000011920929,
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0.25999999046325684,
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0.23999999463558197,
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0.2199999988079071,
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0.03999999910593033,
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],
|
| 169 |
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"checked_at_utc": "2026-09-17T10:32:13.475853+00:00"
|
| 170 |
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},
|
| 171 |
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"provenance": {
|
| 172 |
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"source_checkpoint_sha256": "f634f0ef06d06cd547e7c53cef58942520f3d998b8d99eba4798ca53fb09f315",
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| 173 |
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"checkpoint_sha256": "f093657b435e7ed572370286a39946cdb3ffa7f2b6d2349120ef732795454a1f",
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| 174 |
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"condition_sha256": "fb4b0a791ba6e97fec36ebd0f7033d536b7b981eab5ed47b009227bbe891c561",
|
| 175 |
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"seed": 20260917,
|
| 176 |
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"weights": "ema",
|
| 177 |
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"eta": 0.0,
|
| 178 |
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"capture_manifest_sha256": "f3607992afe390fe9f043323ac305f41df19fa5e36472818ad3c4704633a88e8",
|
| 179 |
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"renderer_sha256": "ca0ef9baac9468af745c36d8b855ad7f038dff05add89d09b87535a8d59af47c",
|
| 180 |
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"base_renderer_sha256": "7da598b40d72e3cf7d7004b5ec42f37928dc13b9c517e468d44f0f83c7021930",
|
| 181 |
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"real_counts_sha256": "208d699a204213dd56e0fb4f40dbf740c331b7cd4ab4998c92cc3280b8de72a9",
|
| 182 |
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"real_gene_ids_sha256": "c874339c97a97e46eaaf56b2b62dea0311e60dec0af5ab40deb6ff96d7f65508",
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| 183 |
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"model_columns_sha256": "2c938250300acea1a4e44e0b7a89ce049c1e31595bdad22d0f384b5604f0a8d8",
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| 184 |
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"final_labels_sha256": "954f353e00d436adafefdbcc85d133bed8c0f1eaf3c78aac8b2989ab96d8d0a8",
|
| 185 |
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"final_confidence_sha256": "7b283b492b3bf100be3faea6c76e7f420bfcaa4f2a0ee2a32823322c33ae2d79",
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| 186 |
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"annotation_manifest_sha256": "6b5b2b3275576a63cc29f6307208b3fac29f8ebe1cbd174f4f8cc7201267992c",
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| 187 |
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"real_reference_manifest_sha256": "1e95d0d49ec2b254ab5f2a38ac2156c6880044ae0ab071ac8e943f16cec5350a",
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| 188 |
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"rendering_code_sha256": "ca0ef9baac9468af745c36d8b855ad7f038dff05add89d09b87535a8d59af47c"
|
| 189 |
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},
|
| 190 |
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"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 |
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"index": 0,
|
| 207 |
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"state_time": 1.0,
|
| 208 |
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"prediction_time": 1.0,
|
| 209 |
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"stage": "initial_noise",
|
| 210 |
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"raw_endpoint_rmse": 1.364946692158056,
|
| 211 |
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"expression_endpoint_rmse": 0.57633381417395,
|
| 212 |
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"expression_pca_endpoint_distance": 12.563131332397461,
|
| 213 |
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"support_fraction": 0.036230304897231544,
|
| 214 |
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"reference_pca_distance_median": 7.728272914886475,
|
| 215 |
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"reference_pca_distance_p90": 7.976956605911255,
|
| 216 |
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"zero_expression_fraction": 0.0
|
| 217 |
+
},
|
| 218 |
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{
|
| 219 |
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"index": 1,
|
| 220 |
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"state_time": 0.9800000190734863,
|
| 221 |
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"prediction_time": 0.9800000190734863,
|
| 222 |
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"stage": "denoising",
|
| 223 |
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"raw_endpoint_rmse": 1.3451909317298416,
|
| 224 |
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"expression_endpoint_rmse": 0.5505047742226035,
|
| 225 |
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"expression_pca_endpoint_distance": 11.723661422729492,
|
| 226 |
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"support_fraction": 0.038498436844588924,
|
| 227 |
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"reference_pca_distance_median": 7.681509017944336,
|
| 228 |
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"reference_pca_distance_p90": 8.028393745422363,
|
| 229 |
+
"zero_expression_fraction": 0.0
|
| 230 |
+
},
|
| 231 |
+
{
|
| 232 |
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"index": 2,
|
| 233 |
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"state_time": 0.9599999785423279,
|
| 234 |
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"prediction_time": 0.9599999785423279,
|
| 235 |
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"stage": "denoising",
|
| 236 |
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"raw_endpoint_rmse": 1.3249886747143989,
|
| 237 |
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"expression_endpoint_rmse": 0.5289386323325828,
|
| 238 |
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"expression_pca_endpoint_distance": 10.893316268920898,
|
| 239 |
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"support_fraction": 0.03958527225776007,
|
| 240 |
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"reference_pca_distance_median": 7.589081048965454,
|
| 241 |
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"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 |
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"stage": "denoising",
|
| 249 |
+
"raw_endpoint_rmse": 1.3043786745000339,
|
| 250 |
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"expression_endpoint_rmse": 0.5098743806808828,
|
| 251 |
+
"expression_pca_endpoint_distance": 10.031975746154785,
|
| 252 |
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"support_fraction": 0.04094107199035235,
|
| 253 |
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"reference_pca_distance_median": 7.340260028839111,
|
| 254 |
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"reference_pca_distance_p90": 8.039807319641113,
|
| 255 |
+
"zero_expression_fraction": 0.0
|
| 256 |
+
},
|
| 257 |
+
{
|
| 258 |
+
"index": 4,
|
| 259 |
+
"state_time": 0.9200000166893005,
|
| 260 |
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"prediction_time": 0.9200000166893005,
|
| 261 |
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"stage": "denoising",
|
| 262 |
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"raw_endpoint_rmse": 1.2833484351260367,
|
| 263 |
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"expression_endpoint_rmse": 0.49301555031759015,
|
| 264 |
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"expression_pca_endpoint_distance": 9.179506301879883,
|
| 265 |
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"support_fraction": 0.04256559026321309,
|
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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 |
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"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 |
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"coordinates.npz": {
|
| 945 |
+
"bytes": 3021357,
|
| 946 |
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"sha256": "859a8a9ce86c8a09d1313f2f98b4d4f3bf0f5dadf3501dcb38be5fe5aefad467"
|
| 947 |
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},
|
| 948 |
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"diffusion-trajectory.mp4": {
|
| 949 |
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"bytes": 1076000,
|
| 950 |
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"sha256": "6435e8b8c48c1da40e7cb503dfe35f0cba7735329a5db36769eaa2efb992db71"
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| 951 |
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},
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| 952 |
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|
| 953 |
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"bytes": 812333,
|
| 954 |
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"sha256": "26c418443c209de2be11d03d1ac95d8d74ee7c88664ee85a19d277f016d5f7c6"
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| 955 |
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},
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| 956 |
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| 957 |
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"bytes": 518255,
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| 958 |
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| 960 |
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| 961 |
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| 962 |
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| 963 |
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| 964 |
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|
| 965 |
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| 966 |
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| 967 |
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|
| 968 |
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|
| 969 |
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|
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 @@
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|
| 1 |
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|
| 2 |
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|
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|
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|
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|
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| 17 |
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|
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|
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"bytes": 36423,
|
| 20 |
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|
| 21 |
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|
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|
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"bytes": 3021357,
|
| 26 |
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"role": "bit-identical stored coordinate cross-check"
|
| 27 |
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}
|
| 28 |
+
],
|
| 29 |
+
"interactive_coordinate_descriptors": {
|
| 30 |
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"pca": {
|
| 31 |
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"file": "cells.bin",
|
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|
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|
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|
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},
|
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|
| 74 |
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|
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|
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|
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|
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|
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|
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|
| 84 |
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"single_expression_roundtrip": "float32, maximum error recorded above",
|
| 85 |
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"compute": "server_2 CPU"
|
| 86 |
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},
|
| 87 |
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|
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"live_asset_limitation": "Direct manifest fetch returned HTTP 403; web open could not retrieve the JSON. Local binary/manifest/stored-coordinate equivalence verified.",
|
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"archive_scope": "Archive these small Model8 snapshots; no broad website dependency is required."
|
| 91 |
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}
|
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 @@
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| 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.
|