Causal Discovery on SF5 synthetic n = 50, h = 5
2FDRNOTEARS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NOTEARSBase Learner=NOTEARS, VISTA Variant=None2026.01 | 2 | 38 | 138.5 | 55 | |
| NOTEARS + VISTA-WVBase Learner=NOTEARS, VISTA Variant=WV2026.01 | 8 | 54 | 109.1 | 68 | |
| GOLEM + VISTA-WVBase Learner=GOLEM, VISTA Variant=WV2026.01 | 10 | 60 | 100.2 | 72 | |
| DAG-GNN + VISTA-WVBase Learner=DAG-GNN, VISTA Variant=WV2026.01 | 13 | 56 | 87.8 | 68 | |
| DAG-GNNBase Learner=DAG-GNN, VISTA Variant=None2026.01 | 19 | 48 | 183.6 | 60 | |
| GOLEM + VISTA-NVBase Learner=GOLEM, VISTA Variant=NV2026.01 | 29 | 70 | 122.8 | 70 | |
| GraN-DAG + VISTA-WVBase Learner=GraN-DAG, VISTA Variant=WV2026.01 | 33 | 13 | 205.4 | 23 | |
| NOTEARS + VISTA-NVBase Learner=NOTEARS, VISTA Variant=NV2026.01 | 35 | 62 | 132.8 | 63 | |
| GOLEMBase Learner=GOLEM, VISTA Variant=None2026.01 | 44 | 20 | 183.6 | 29 | |
| SCORE + VISTA-WVBase Learner=SCORE, VISTA Variant=WV2026.01 | 57 | 36 | 244.2 | 39 | |
| SCOREBase Learner=SCORE, VISTA Variant=None2026.01 | 65 | 52 | 340.4 | 38 | |
| GraN-DAG + VISTA-NVBase Learner=GraN-DAG, VISTA Variant=NV2026.01 | 68 | 17 | 223 | 22 | |
| SCORE + VISTA-NVBase Learner=SCORE, VISTA Variant=NV2026.01 | 77 | 56 | 471.1 | 33 | |
| DAG-GNN + VISTA-NVBase Learner=DAG-GNN, VISTA Variant=NV2026.01 | 79 | 72 | 538.4 | 33 | |
| GraN-DAGBase Learner=GraN-DAG, VISTA Variant=None2026.01 | 92 | 2 | 269.8 | 3 |