Datasets:
Upload results/stage_b/summary.json with huggingface_hub
Browse files- results/stage_b/summary.json +65 -0
results/stage_b/summary.json
ADDED
|
@@ -0,0 +1,65 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"held_out_regulators": [
|
| 3 |
+
"CDK12",
|
| 4 |
+
"STK40",
|
| 5 |
+
"LSM6",
|
| 6 |
+
"CSF1R",
|
| 7 |
+
"AURKB",
|
| 8 |
+
"CDK8",
|
| 9 |
+
"NDUFV2",
|
| 10 |
+
"PKM"
|
| 11 |
+
],
|
| 12 |
+
"n_held_out": 8,
|
| 13 |
+
"train_edges": 251792,
|
| 14 |
+
"eval_edges": 67789,
|
| 15 |
+
"hyperparameters": {
|
| 16 |
+
"rank": 16,
|
| 17 |
+
"dim": 256,
|
| 18 |
+
"batch_size": 64,
|
| 19 |
+
"lr": 0.001,
|
| 20 |
+
"wd": 1e-05,
|
| 21 |
+
"max_epochs": 500,
|
| 22 |
+
"patience": 20,
|
| 23 |
+
"seed": 42,
|
| 24 |
+
"focal_alpha": 0.25,
|
| 25 |
+
"focal_gamma": 2.0
|
| 26 |
+
},
|
| 27 |
+
"results": {
|
| 28 |
+
"control_random_embeddings": {
|
| 29 |
+
"auroc": 0.5112,
|
| 30 |
+
"auprc": 0.0156
|
| 31 |
+
},
|
| 32 |
+
"control_random_w": {
|
| 33 |
+
"auroc": 0.4673,
|
| 34 |
+
"auprc": 0.0136
|
| 35 |
+
},
|
| 36 |
+
"control_shuffled_labels": {
|
| 37 |
+
"auroc": 0.817,
|
| 38 |
+
"auprc": 0.1056
|
| 39 |
+
},
|
| 40 |
+
"geneformer": {
|
| 41 |
+
"auroc": 0.8618,
|
| 42 |
+
"auprc": 0.1313
|
| 43 |
+
},
|
| 44 |
+
"hgfb": {
|
| 45 |
+
"auroc": 0.713,
|
| 46 |
+
"auprc": 0.0303
|
| 47 |
+
},
|
| 48 |
+
"node2vec": {
|
| 49 |
+
"auroc": 0.6615,
|
| 50 |
+
"auprc": 0.0351
|
| 51 |
+
},
|
| 52 |
+
"pinnacle": {
|
| 53 |
+
"auroc": 0.5934,
|
| 54 |
+
"auprc": 0.0175
|
| 55 |
+
},
|
| 56 |
+
"scgpt": {
|
| 57 |
+
"auroc": 0.517,
|
| 58 |
+
"auprc": 0.0172
|
| 59 |
+
},
|
| 60 |
+
"scprint": {
|
| 61 |
+
"auroc": 0.5826,
|
| 62 |
+
"auprc": 0.0167
|
| 63 |
+
}
|
| 64 |
+
}
|
| 65 |
+
}
|