Causal Discovery on Sachs protein-signaling canonical
16Number of EdgesPooled GES
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Pooled GESData pooling/environment handling=pooled2026.06 | 16 | 48.5 | 50 | 47.1 | 64 | |
| BRIDGE-pruned TCES/GESPruning strategy=BRIDGE-pruned, Scoring=TCES/GES, Hyperparameters=k = 5 env2026.06 | 9 | 38.5 | 55.6 | 29.4 | 61.5 | |
| Per-field BRIDGE-hybrid BICPruning strategy=BRIDGE-hybrid, Order diagnostic/Reference order usage=True, Mode=order diagnostic2026.06 | 9 | 61.5 | 88.9 | 47.1 | 61.5 | |
| Per-env GES intersectionData pooling/environment handling=per-environment intersection2026.06 | 8 | 32 | 50 | 23.5 | 38.1 | |
| BRIDGE-pruned GES/BICPruning strategy=BRIDGE-pruned, Scoring=GES/BIC2026.06 | 8 | 32 | 50 | 23.5 | 64 |