Causal Discovery on SF3 n=100, h=3 synthetic (test)
11FDRVISTA-WV
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VISTA-WVInitial DAG=NOTEARS, n=100, h=32026.01 | 11 | 80 | 92 | 85 | |
| NOTEARSn=100, h=32026.01 | 15 | 75 | 108.8 | 80 | |
| VISTA-WVInitial DAG=GOLEM, n=100, h=32026.01 | 18 | 78 | 91.8 | 80 | |
| GOLEMn=100, h=32026.01 | 22 | 72 | 137 | 75 | |
| VISTA-WVInitial DAG=DAG-GNN, n=100, h=32026.01 | 23 | 70 | 151.2 | 73 | |
| DAG-GNNn=100, h=32026.01 | 31 | 54 | 215.6 | 59 | |
| VISTA-WVInitial DAG=GraN-DAG, n=100, h=32026.01 | 44 | 18 | 266.68 | 27 | |
| VISTA-WVInitial DAG=SCORE, n=100, h=32026.01 | 51 | 68 | 408.8 | 57 | |
| VISTA-NVInitial DAG=NOTEARS, n=100, h=32026.01 | 75 | 95 | 864 | 39 | |
| VISTA-NVInitial DAG=DAG-GNN, n=100, h=32026.01 | 78 | 94 | 1,058.4 | 34 | |
| VISTA-NVInitial DAG=GraN-DAG, n=100, h=32026.01 | 78 | 26 | 308.4 | 24 | |
| VISTA-NVInitial DAG=GOLEM, n=100, h=32026.01 | 81 | 90 | 1,180.2 | 31 | |
| GraN-DAGn=100, h=32026.01 | 83 | 2 | 366.4 | 5 | |
| VISTA-NVInitial DAG=SCORE, n=100, h=32026.01 | 91 | 70 | 2,727.6 | 16 | |
| SCOREn=100, h=32026.01 | 92 | 66 | 3,131.2 | 14 |