Causal Discovery on Synthetic ER3 n=300 h=3
0.13FDRNOTEARS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NOTEARSGraph Type=ER3, Samples (n)=300, Expected Edges (h)=32026.01 | 0.13 | 0.89 | 202.33 | 0.88 | |
| GOLEM +VISTA-WVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 0.17 | 0.45 | 628.33 | 0.5 | |
| DAG-GNN +VISTA-WVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 0.18 | 0.57 | 494.67 | 0.66 | |
| SCORE +VISTA-WVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 0.19 | 0.32 | 666.67 | 0.46 | |
| NOTEARS +VISTA-WVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 0.23 | 0.66 | 462 | 0.71 | |
| GOLEMGraph Type=ER3, Samples (n)=300, Expected Edges (h)=32026.01 | 0.23 | 0.76 | 375.67 | 0.77 | |
| DAG-GNNGraph Type=ER3, Samples (n)=300, Expected Edges (h)=32026.01 | 0.55 | 0.19 | 1,288.33 | 0.21 | |
| NOTEARS +VISTA-NVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 0.88 | 0.91 | 6,177 | 0.21 | |
| GOLEM +VISTA-NVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 0.88 | 0.85 | 5,389.67 | 0.22 | |
| DAG-GNN +VISTA-NVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 0.89 | 0.93 | 6,449 | 0.19 | |
| SCORE +VISTA-NVGraph Type=ER3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 0.95 | 0.76 | 11,064 | 0.09 |