Causal structure learning on Synthetic nD=10000, d=2, dmax=10, 1000 nodes
5.64CI Test CountMB-by-MB+
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MB-by-MB+CI Test Type=d-separation2025.10 | 5.64 | 8.13 | 0 | 0.031 | |
| LDP+CI Test Type=d-separation2025.10 | 7.45 | 91.1 | 0 | 0.01 | |
| LOADCI Test Type=d-separation2025.10 | 7.63 | 12.31 | 100 | 0.003 | |
| SNAP(∞)CI Test Type=d-separation2025.10 | 499.67 | 1,514.65 | 100 | 0.003 | |
| PCCI Test Type=d-separation2025.10 | 542.52 | 1,334.79 | 100 | 0.003 | |
| LDECC+CI Test Type=d-separation2025.10 | 566.69 | 1,120.81 | 0 | 0.031 |