Causal Discovery on SF5 (Scale-Free) synthetic graphs n=300, h=5 (test)
0.24FDRVISTA-WV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VISTA-WVbase_method=NOTEARS2026.01 | 0.24 | 0.38 | 890.33 | 0.51 | |
| VISTA-WVbase_method=GOLEM2026.01 | 0.37 | 0.1 | 1,391 | 0.17 | |
| VISTA-WVbase_method=DAG-GNN2026.01 | 0.41 | 0.21 | 2,191.33 | 0.31 | |
| NOTEARSbase_method=NOTEARS2026.01 | 0.5 | 0.22 | 1,402.33 | 0.29 | |
| VISTA-NVbase_method=NOTEARS2026.01 | 0.9 | 0.78 | 12,180 | 0.18 | |
| DAG-GNNbase_method=DAG-GNN2026.01 | 0.91 | 0.15 | 4,617.33 | 0.1 | |
| VISTA-NVbase_method=DAG-GNN2026.01 | 0.91 | 0.81 | 14,578.67 | 0.16 | |
| VISTA-NVbase_method=GOLEM2026.01 | 0.92 | 0.77 | 13,437 | 0.14 | |
| GOLEMbase_method=GOLEM2026.01 | 0.93 | 0.02 | 1,839.67 | 0.03 | |
| VISTA-WVbase_method=SCORE2026.01 | 0.95 | 0.08 | 2,582.67 | 0.06 | |
| VISTA-NVbase_method=SCORE2026.01 | 0.98 | 0.13 | 22,039 | 0.03 |