Causal Discovery on Synthetic ER3 n=50, h=3 (test)
4FDRGOLEM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GOLEM2026.01 | 4 | 97 | 8.1 | 97 | |
| DAG-GNN + VISTAvariant=WV2026.01 | 7 | 84 | 29.3 | 89 | |
| NOTEARS2026.01 | 9 | 90 | 24.9 | 90 | |
| NOTEARS + VISTAvariant=WV2026.01 | 9 | 86 | 30.5 | 89 | |
| GOLEM + VISTAvariant=WV2026.01 | 12 | 76 | 47.9 | 81 | |
| DAG-GNN2026.01 | 14 | 86 | 38.8 | 86 | |
| GraN-DAG + VISTAvariant=WV2026.01 | 29 | 26 | 123.4 | 38 | |
| SCORE + VISTAvariant=WV2026.01 | 33 | 74 | 56.4 | 70 | |
| CAM + VISTAvariant=WV2026.01 | 66 | 51 | 192 | 40 | |
| GraN-DAG + VISTAvariant=NV2026.01 | 67 | 31 | 158.8 | 32 | |
| SCORE2026.01 | 69 | 67 | 166.2 | 42 | |
| NOTEARS + VISTAvariant=NV2026.01 | 72 | 97 | 353.4 | 44 | |
| DAG-GNN + VISTAvariant=NV2026.01 | 73 | 98 | 380 | 42 | |
| GraN-DAG2026.01 | 74 | 9 | 209 | 11 | |
| GOLEM + VISTAvariant=NV2026.01 | 76 | 93 | 431.6 | 38 | |
| SCORE + VISTAvariant=NV2026.01 | 86 | 95 | 980.8 | 24 | |
| CAM + VISTAvariant=NV2026.01 | 87 | 66 | 641.3 | 22 |