Causal Discovery on Synthetic SF3 n=50, h=3 (test)
5FDRDAG-GNN + VISTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAG-GNN + VISTAvariant=WV2026.01 | 5 | 84 | 41 | 89 | |
| NOTEARS + VISTAvariant=WV2026.01 | 7 | 80 | 36.9 | 85 | |
| GOLEM + VISTAvariant=WV2026.01 | 9 | 85 | 20.2 | 88 | |
| GOLEM2026.01 | 15 | 84 | 36 | 84 | |
| NOTEARS2026.01 | 22 | 76 | 62.8 | 77 | |
| GraN-DAG + VISTAvariant=WV2026.01 | 22 | 20 | 118.8 | 32 | |
| DAG-GNN2026.01 | 26 | 73 | 75.4 | 73 | |
| GraN-DAG2026.01 | 34 | 8 | 166.6 | 12 | |
| GraN-DAG + VISTAvariant=NV2026.01 | 48 | 34 | 195.2 | 41 | |
| SCORE + VISTAvariant=WV2026.01 | 49 | 80 | 74.6 | 62 | |
| SCORE2026.01 | 64 | 64 | 115.3 | 45 | |
| CAM + VISTAvariant=WV2026.01 | 65 | 51 | 181.8 | 41 | |
| NOTEARS + VISTAvariant=NV2026.01 | 68 | 97 | 304.4 | 48 | |
| DAG-GNN + VISTAvariant=NV2026.01 | 73 | 98 | 378 | 42 | |
| GOLEM + VISTAvariant=NV2026.01 | 75 | 93 | 397.7 | 40 | |
| CAM + VISTAvariant=NV2026.01 | 86 | 71 | 611.2 | 24 | |
| SCORE + VISTAvariant=NV2026.01 | 90 | 91 | 923.7 | 18 |