Causal Discovery on ER5 (n=30, h=5)
0.12FDRNOTEARS + VISTA-WV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NOTEARS + VISTA-WVVISTA variant=WV2026.01 | 0.12 | 0.75 | 50 | 0.81 | |
| GOLEM + VISTA-WVVISTA variant=WV2026.01 | 0.17 | 0.79 | 53 | 0.81 | |
| NOTEARSVISTA variant=None2026.01 | 0.21 | 0.73 | 64.7 | 0.76 | |
| GOLEMVISTA variant=None2026.01 | 0.24 | 0.79 | 63.5 | 0.77 | |
| DAG-GNN + VISTA-WVVISTA variant=WV2026.01 | 0.27 | 0.84 | 60 | 0.78 | |
| DAG-GNNVISTA variant=None2026.01 | 0.29 | 0.77 | 77.5 | 0.74 | |
| GraN-DAG + VISTA-WVVISTA variant=WV2026.01 | 0.31 | 0.14 | 134.5 | 0.23 | |
| SCORE + VISTA-WVVISTA variant=WV2026.01 | 0.34 | 0.56 | 95.5 | 0.61 | |
| NOTEARS + VISTA-NVVISTA variant=NV2026.01 | 0.63 | 0.97 | 236.6 | 0.53 | |
| CAM + VISTA-WVVISTA variant=WV2026.01 | 0.63 | 0.4 | 158 | 0.39 | |
| DAG-GNN + VISTA-NVVISTA variant=NV2026.01 | 0.64 | 0.98 | 250.3 | 0.52 | |
| GOLEM + VISTA-NVVISTA variant=NV2026.01 | 0.65 | 0.97 | 251 | 0.52 | |
| SCOREVISTA variant=None2026.01 | 0.66 | 0.43 | 117.4 | 0.38 | |
| GraN-DAGVISTA variant=None2026.01 | 0.67 | 0.18 | 159.6 | 0.22 | |
| CAMVISTA variant=None2026.01 | 0.77 | 0.53 | 267.5 | 0.32 | |
| CAM + VISTA-NVVISTA variant=NV2026.01 | 0.78 | 0.66 | 327 | 0.33 | |
| SCORE + VISTA-NVVISTA variant=NV2026.01 | 0.8 | 0.83 | 399.6 | 0.32 | |
| GraN-DAG + VISTA-NVVISTA variant=NV2026.01 | 0.9 | 0.39 | 211.7 | 0.16 |