Causal Discovery on Sachs protein-signaling network graph (11 nodes, 17 edges)
0FDRGraN-DAG + VISTA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GraN-DAG + VISTAVISTA module=Integrated2026.01 | 0 | 29 | 12 | 45 | — | — | |
| NOMADTime (s)=34.122026.05 | 0 | 41.2 | 10 | — | 58.3 | 0.898 | |
| DAG-GNN + VISTAVISTA module=Integrated2026.01 | 25 | 18 | 14 | 52 | — | — | |
| DAG-GNNVISTA module=None2026.01 | 50 | 12 | 15 | 54 | — | — | |
| GOLEM + VISTAVISTA module=Integrated2026.01 | 57 | 18 | 16 | 48 | — | — | |
| CoLiDE-FixTime (s)=5.622026.05 | 58.8 | 41.2 | 13 | — | 41.2 | 1.984 | |
| SCORE + VISTAVISTA module=Integrated2026.01 | 60 | 12 | 15 | 53 | — | — | |
| DAGMATime (s)=1.352026.05 | 60 | 11.8 | 15 | — | 18.2 | 1.439 | |
| GOLEMVISTA module=None2026.01 | 80 | 26 | 16 | 50 | — | — | |
| SCOREVISTA module=None2026.01 | 81 | 18 | 18 | 57 | — | — | |
| GraN-DAGVISTA module=None2026.01 | 82 | 53 | 16 | 48 | — | — |