Causal Discovery on ER3 (n=100, h=3) Synthetic (test)
9FDRNOTEARS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NOTEARSn=100, h=32026.01 | 9 | 91 | 54.6 | 91 | |
| VISTA-WVInitial DAG=NOTEARS, n=100, h=32026.01 | 9 | 73 | 99 | 81 | |
| GOLEMn=100, h=32026.01 | 9 | 95 | 39.8 | 93 | |
| VISTA-WVInitial DAG=DAG-GNN, n=100, h=32026.01 | 12 | 82 | 87.2 | 85 | |
| DAG-GNNn=100, h=32026.01 | 15 | 71 | 119.4 | 77 | |
| VISTA-WVInitial DAG=GOLEM, n=100, h=32026.01 | 22 | 65 | 147.6 | 71 | |
| VISTA-WVInitial DAG=GraN-DAG, n=100, h=32026.01 | 38 | 16 | 250.6 | 25 | |
| VISTA-WVInitial DAG=SCORE, n=100, h=32026.01 | 53 | 75 | 339 | 58 | |
| VISTA-NVInitial DAG=DAG-GNN, n=100, h=32026.01 | 63 | 95 | 1,239.6 | 53 | |
| VISTA-NVInitial DAG=NOTEARS, n=100, h=32026.01 | 81 | 95 | 1,245.6 | 32 | |
| VISTA-NVInitial DAG=GOLEM, n=100, h=32026.01 | 84 | 91 | 1,373.8 | 28 | |
| VISTA-NVInitial DAG=GraN-DAG, n=100, h=32026.01 | 88 | 25 | 390.8 | 17 | |
| GraN-DAGn=100, h=32026.01 | 90 | 4 | 463.4 | 4 | |
| SCOREn=100, h=32026.01 | 91 | 62 | 2,859.4 | 16 | |
| VISTA-NVInitial DAG=SCORE, n=100, h=32026.01 | 94 | 95 | 2,614.8 | 11 |