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paper-releases/pbisc-diffusion/updates/20261002T124820Z-crosscohort-liu-default/diffusion/metadata/NOTE.md ADDED
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+ # PBISC-diffusion update 20261002T124820Z-crosscohort-liu-default
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+
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+ Cross-cohort (LOCO) benchmark update 2026-10-02 (plans/paired_crosscohort_20261002): Liu 2021 (GSE161918, PBMC bulk + unsorted PBMC scRNA, 65 pairs / 44 subjects, 58 usable rows) built with the same QC bundle (processing/liu2021_v1_20261002 -> data/liu2021) and added as a training-only cohort to every training pool (user decision; 14 HTO-negative-heavy rows excluded from training); splits hoL_*, conditions, calibration control, new 45-unit queue (registered as planned). The first no-Liu queue was stopped on user request: its 3 finished K=1000 LoRA r16 runs (held out Giroux, Ji, sepsis) and their scores are included as the no-Liu reference, its other units are registered as stopped. Not uploaded: per-cell count arrays (cells_panel6k / cells_full, sha in MANIFEST/BUILD), fine-tuned checkpoints (sha in RUN.json). SCOPE.json: 45 exact Liu processing paths added to the external-dependency allowlist (same roles as the other cohorts' processing files).
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+
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+ Payload states are recorded as supplied. Inference locations are pointers, not archived generated outputs.
paper-releases/pbisc-diffusion/updates/20261002T124820Z-crosscohort-liu-default/diffusion/metadata/inference_locations.json ADDED
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1034
+ "experiment": "paired_crosscohort_loco_20261002",
1035
+ "host": "server_1",
1036
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1037
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ji2025_chili/ho_ji2025_chili/K1000_full.npz",
1038
+ "state": "stopped"
1039
+ },
1040
+ {
1041
+ "artifact_role": "inference_output",
1042
+ "cohort": "ye2026_sepsis",
1043
+ "experiment": "paired_crosscohort_loco_20261002",
1044
+ "host": "server_1",
1045
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1046
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ye2026_sepsis/ho_ye2026_sepsis/K1000_full.npz",
1047
+ "state": "stopped"
1048
+ },
1049
+ {
1050
+ "artifact_role": "inference_output",
1051
+ "cohort": "immicro",
1052
+ "experiment": "paired_crosscohort_loco_20261002",
1053
+ "host": "server_1",
1054
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1055
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/immicro/ho_immicro/K1000_full.npz",
1056
+ "state": "stopped"
1057
+ },
1058
+ {
1059
+ "artifact_role": "inference_output",
1060
+ "cohort": "imperial_eskd",
1061
+ "experiment": "paired_crosscohort_loco_20261002",
1062
+ "host": "server_1",
1063
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1064
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/ho_imperial_eskd/K1000_full.npz",
1065
+ "state": "stopped"
1066
+ },
1067
+ {
1068
+ "artifact_role": "inference_output",
1069
+ "cohort": "giroux2022",
1070
+ "experiment": "paired_crosscohort_loco_20261002",
1071
+ "host": "server_1",
1072
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1073
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/giroux2022/ho_giroux2022/xcal_K2000.npz",
1074
+ "state": "stopped"
1075
+ },
1076
+ {
1077
+ "artifact_role": "inference_output",
1078
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1079
+ "experiment": "paired_crosscohort_loco_20261002",
1080
+ "host": "server_1",
1081
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1082
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ji2025_chili/ho_ji2025_chili/xcal_K2000.npz",
1083
+ "state": "stopped"
1084
+ },
1085
+ {
1086
+ "artifact_role": "inference_output",
1087
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1088
+ "experiment": "paired_crosscohort_loco_20261002",
1089
+ "host": "server_1",
1090
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1091
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ye2026_sepsis/ho_ye2026_sepsis/xcal_K2000.npz",
1092
+ "state": "stopped"
1093
+ },
1094
+ {
1095
+ "artifact_role": "inference_output",
1096
+ "cohort": "immicro",
1097
+ "experiment": "paired_crosscohort_loco_20261002",
1098
+ "host": "server_1",
1099
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1100
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/immicro/ho_immicro/xcal_K2000.npz",
1101
+ "state": "stopped"
1102
+ },
1103
+ {
1104
+ "artifact_role": "inference_output",
1105
+ "cohort": "imperial_eskd",
1106
+ "experiment": "paired_crosscohort_loco_20261002",
1107
+ "host": "server_1",
1108
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1109
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/ho_imperial_eskd/xcal_K2000.npz",
1110
+ "state": "stopped"
1111
+ },
1112
+ {
1113
+ "artifact_role": "inference_output",
1114
+ "cohort": "giroux2022",
1115
+ "experiment": "paired_crosscohort_loco_20261002",
1116
+ "host": "server_1",
1117
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1118
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/giroux2022/ho_giroux2022/K2000_lora16.npz",
1119
+ "state": "stopped"
1120
+ },
1121
+ {
1122
+ "artifact_role": "inference_output",
1123
+ "cohort": "ji2025_chili",
1124
+ "experiment": "paired_crosscohort_loco_20261002",
1125
+ "host": "server_1",
1126
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1127
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ji2025_chili/ho_ji2025_chili/K2000_lora16.npz",
1128
+ "state": "stopped"
1129
+ },
1130
+ {
1131
+ "artifact_role": "inference_output",
1132
+ "cohort": "ye2026_sepsis",
1133
+ "experiment": "paired_crosscohort_loco_20261002",
1134
+ "host": "server_1",
1135
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1136
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ye2026_sepsis/ho_ye2026_sepsis/K2000_lora16.npz",
1137
+ "state": "stopped"
1138
+ },
1139
+ {
1140
+ "artifact_role": "inference_output",
1141
+ "cohort": "immicro",
1142
+ "experiment": "paired_crosscohort_loco_20261002",
1143
+ "host": "server_1",
1144
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1145
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/immicro/ho_immicro/K2000_lora16.npz",
1146
+ "state": "stopped"
1147
+ },
1148
+ {
1149
+ "artifact_role": "inference_output",
1150
+ "cohort": "imperial_eskd",
1151
+ "experiment": "paired_crosscohort_loco_20261002",
1152
+ "host": "server_1",
1153
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1154
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/ho_imperial_eskd/K2000_lora16.npz",
1155
+ "state": "stopped"
1156
+ },
1157
+ {
1158
+ "artifact_role": "inference_output",
1159
+ "cohort": "giroux2022",
1160
+ "experiment": "paired_crosscohort_loco_20261002",
1161
+ "host": "server_1",
1162
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1163
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/giroux2022/ho_giroux2022/K2000_lora64.npz",
1164
+ "state": "stopped"
1165
+ },
1166
+ {
1167
+ "artifact_role": "inference_output",
1168
+ "cohort": "ji2025_chili",
1169
+ "experiment": "paired_crosscohort_loco_20261002",
1170
+ "host": "server_1",
1171
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1172
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ji2025_chili/ho_ji2025_chili/K2000_lora64.npz",
1173
+ "state": "stopped"
1174
+ },
1175
+ {
1176
+ "artifact_role": "inference_output",
1177
+ "cohort": "ye2026_sepsis",
1178
+ "experiment": "paired_crosscohort_loco_20261002",
1179
+ "host": "server_1",
1180
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1181
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ye2026_sepsis/ho_ye2026_sepsis/K2000_lora64.npz",
1182
+ "state": "stopped"
1183
+ },
1184
+ {
1185
+ "artifact_role": "inference_output",
1186
+ "cohort": "immicro",
1187
+ "experiment": "paired_crosscohort_loco_20261002",
1188
+ "host": "server_1",
1189
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1190
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/immicro/ho_immicro/K2000_lora64.npz",
1191
+ "state": "stopped"
1192
+ },
1193
+ {
1194
+ "artifact_role": "inference_output",
1195
+ "cohort": "imperial_eskd",
1196
+ "experiment": "paired_crosscohort_loco_20261002",
1197
+ "host": "server_1",
1198
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1199
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/ho_imperial_eskd/K2000_lora64.npz",
1200
+ "state": "stopped"
1201
+ },
1202
+ {
1203
+ "artifact_role": "inference_output",
1204
+ "cohort": "giroux2022",
1205
+ "experiment": "paired_crosscohort_loco_20261002",
1206
+ "host": "server_1",
1207
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1208
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/giroux2022/ho_giroux2022/K2000_full.npz",
1209
+ "state": "stopped"
1210
+ },
1211
+ {
1212
+ "artifact_role": "inference_output",
1213
+ "cohort": "ji2025_chili",
1214
+ "experiment": "paired_crosscohort_loco_20261002",
1215
+ "host": "server_1",
1216
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1217
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ji2025_chili/ho_ji2025_chili/K2000_full.npz",
1218
+ "state": "stopped"
1219
+ },
1220
+ {
1221
+ "artifact_role": "inference_output",
1222
+ "cohort": "ye2026_sepsis",
1223
+ "experiment": "paired_crosscohort_loco_20261002",
1224
+ "host": "server_1",
1225
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1226
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ye2026_sepsis/ho_ye2026_sepsis/K2000_full.npz",
1227
+ "state": "stopped"
1228
+ },
1229
+ {
1230
+ "artifact_role": "inference_output",
1231
+ "cohort": "immicro",
1232
+ "experiment": "paired_crosscohort_loco_20261002",
1233
+ "host": "server_1",
1234
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1235
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/immicro/ho_immicro/K2000_full.npz",
1236
+ "state": "stopped"
1237
+ },
1238
+ {
1239
+ "artifact_role": "inference_output",
1240
+ "cohort": "imperial_eskd",
1241
+ "experiment": "paired_crosscohort_loco_20261002",
1242
+ "host": "server_1",
1243
+ "note": "first (no-Liu) queue stopped on user request 2026-10-02 21:30 before this unit finished; superseded by the Liu-default queue (splits hoL_*); not run",
1244
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/ho_imperial_eskd/K2000_full.npz",
1245
+ "state": "stopped"
1246
+ },
1247
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1248
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1249
+ "cohort": "giroux2022",
1250
+ "experiment": "paired_crosscohort_loco_20261002",
1251
+ "host": "server_1",
1252
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1253
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/giroux2022/hoL_giroux2022/K1000_lora16.npz",
1254
+ "state": "planned"
1255
+ },
1256
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1257
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1258
+ "cohort": "ji2025_chili",
1259
+ "experiment": "paired_crosscohort_loco_20261002",
1260
+ "host": "server_1",
1261
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1262
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ji2025_chili/hoL_ji2025_chili/K1000_lora16.npz",
1263
+ "state": "planned"
1264
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1265
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1266
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1267
+ "cohort": "ye2026_sepsis",
1268
+ "experiment": "paired_crosscohort_loco_20261002",
1269
+ "host": "server_1",
1270
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1271
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ye2026_sepsis/hoL_ye2026_sepsis/K1000_lora16.npz",
1272
+ "state": "planned"
1273
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1274
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1275
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1276
+ "cohort": "immicro",
1277
+ "experiment": "paired_crosscohort_loco_20261002",
1278
+ "host": "server_1",
1279
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1280
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/immicro/hoL_immicro/K1000_lora16.npz",
1281
+ "state": "planned"
1282
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1283
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1284
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1285
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1286
+ "experiment": "paired_crosscohort_loco_20261002",
1287
+ "host": "server_1",
1288
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1289
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/hoL_imperial_eskd/K1000_lora16.npz",
1290
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1291
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1292
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1293
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1294
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1295
+ "experiment": "paired_crosscohort_loco_20261002",
1296
+ "host": "server_1",
1297
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1298
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/giroux2022/hoL_giroux2022/xcal_K1000.npz",
1299
+ "state": "planned"
1300
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1301
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1302
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1303
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1304
+ "experiment": "paired_crosscohort_loco_20261002",
1305
+ "host": "server_1",
1306
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1307
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ji2025_chili/hoL_ji2025_chili/xcal_K1000.npz",
1308
+ "state": "planned"
1309
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1310
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1311
+ "artifact_role": "inference_output",
1312
+ "cohort": "ye2026_sepsis",
1313
+ "experiment": "paired_crosscohort_loco_20261002",
1314
+ "host": "server_1",
1315
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1316
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/ye2026_sepsis/hoL_ye2026_sepsis/xcal_K1000.npz",
1317
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1318
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1319
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1320
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1321
+ "cohort": "immicro",
1322
+ "experiment": "paired_crosscohort_loco_20261002",
1323
+ "host": "server_1",
1324
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1325
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/immicro/hoL_immicro/xcal_K1000.npz",
1326
+ "state": "planned"
1327
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1328
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1329
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1330
+ "cohort": "imperial_eskd",
1331
+ "experiment": "paired_crosscohort_loco_20261002",
1332
+ "host": "server_1",
1333
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1334
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/hoL_imperial_eskd/xcal_K1000.npz",
1335
+ "state": "planned"
1336
+ },
1337
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1644
+ "artifact_role": "inference_output",
1645
+ "cohort": "imperial_eskd",
1646
+ "experiment": "paired_crosscohort_loco_20261002",
1647
+ "host": "server_1",
1648
+ "note": "Liu-default queue (loco_liu_20261002.txt) queued or running on server_1 / server_2 at request time; server_2 outputs are copied back to this path",
1649
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated/imperial_eskd/hoL_imperial_eskd/K2000_full.npz",
1650
+ "state": "planned"
1651
+ }
1652
+ ],
1653
+ "project_id": "pbisc-diffusion",
1654
+ "summary": "Cross-cohort (LOCO) benchmark update 2026-10-02 (plans/paired_crosscohort_20261002): Liu 2021 (GSE161918, PBMC bulk + unsorted PBMC scRNA, 65 pairs / 44 subjects, 58 usable rows) built with the same QC bundle (processing/liu2021_v1_20261002 -> data/liu2021) and added as a training-only cohort to every training pool (user decision; 14 HTO-negative-heavy rows excluded from training); splits hoL_*, conditions, calibration control, new 45-unit queue (registered as planned). The first no-Liu queue was stopped on user request: its 3 finished K=1000 LoRA r16 runs (held out Giroux, Ji, sepsis) and their scores are included as the no-Liu reference, its other units are registered as stopped. Not uploaded: per-cell count arrays (cells_panel6k / cells_full, sha in MANIFEST/BUILD), fine-tuned checkpoints (sha in RUN.json). SCOPE.json: 45 exact Liu processing paths added to the external-dependency allowlist (same roles as the other cohorts' processing files)."
1655
+ }