Causal Discovery on Synthetic SF3 n=300 h=3
16FDRNOTEARS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NOTEARSGraph Type=SF3, Samples (n)=300, Expected Edges (h)=32026.01 | 16 | 72 | 519.33 | 78 | |
| NOTEARS +VISTA-WVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 21 | 55 | 363 | 65 | |
| GOLEM +VISTA-WVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 21 | 44 | 597 | 56 | |
| DAG-GNN +VISTA-WVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 34 | 49 | 633.33 | 55 | |
| GOLEMGraph Type=SF3, Samples (n)=300, Expected Edges (h)=32026.01 | 56 | 34 | 913.33 | 38 | |
| SCORE +VISTA-WVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Weak View2026.01 | 61 | 8 | 970.67 | 13 | |
| DAG-GNNGraph Type=SF3, Samples (n)=300, Expected Edges (h)=32026.01 | 72 | 23 | 1,264.33 | 22 | |
| GOLEM +VISTA-NVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 86 | 48 | 3,248.67 | 18 | |
| NOTEARS +VISTA-NVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 89 | 91 | 6,917.67 | 20 | |
| DAG-GNN +VISTA-NVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 89 | 89 | 6,627 | 19 | |
| SCORE +VISTA-NVGraph Type=SF3, Samples (n)=300, Expected Edges (h)=3, VISTA View=Noisy View2026.01 | 97 | 44 | 13,057 | 6 |