Causal Discovery on ER5 n=50 h=5 synthetic
4FDRNOTEARS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NOTEARSBase Learner=NOTEARS, VISTA Variant=None2026.01 | 4 | 39 | 140 | 56 | |
| GOLEM + VISTA-WVBase Learner=GOLEM, VISTA Variant=WV2026.01 | 6 | 62 | 95.3 | 75 | |
| DAG-GNN + VISTA-WVBase Learner=DAG-GNN, VISTA Variant=WV2026.01 | 14 | 50 | 93.5 | 63 | |
| GraN-DAG + VISTA-WVBase Learner=GraN-DAG, VISTA Variant=WV2026.01 | 15 | 18 | 199.2 | 32 | |
| DAG-GNNBase Learner=DAG-GNN, VISTA Variant=None2026.01 | 16 | 41 | 160.8 | 55 | |
| NOTEARS + VISTA-WVBase Learner=NOTEARS, VISTA Variant=WV2026.01 | 19 | 58 | 122.9 | 68 | |
| NOTEARS + VISTA-NVBase Learner=NOTEARS, VISTA Variant=NV2026.01 | 27 | 61 | 135.2 | 66 | |
| GOLEM + VISTA-NVBase Learner=GOLEM, VISTA Variant=NV2026.01 | 31 | 75 | 129.5 | 72 | |
| GOLEMBase Learner=GOLEM, VISTA Variant=None2026.01 | 40 | 22 | 182 | 32 | |
| SCORE + VISTA-WVBase Learner=SCORE, VISTA Variant=WV2026.01 | 64 | 42 | 305.8 | 39 | |
| GraN-DAG + VISTA-NVBase Learner=GraN-DAG, VISTA Variant=NV2026.01 | 66 | 26 | 219.2 | 29 | |
| SCOREBase Learner=SCORE, VISTA Variant=None2026.01 | 71 | 50 | 386.8 | 37 | |
| SCORE + VISTA-NVBase Learner=SCORE, VISTA Variant=NV2026.01 | 79 | 60 | 489.7 | 31 | |
| GraN-DAGBase Learner=GraN-DAG, VISTA Variant=None2026.01 | 82 | 6 | 275 | 9 | |
| DAG-GNN + VISTA-NVBase Learner=DAG-GNN, VISTA Variant=NV2026.01 | 85 | 74 | 609.8 | 25 |