Causal Discovery on Nonlinear SCM 1.0 (synthetic)
67.5F1 (NL1)CFM-SD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CFM-SDData Setting=Interventional (int.)2026.05 | 67.5 | 63 | 69.5 | 69.2 | 67.3 | |
| IGSPData Setting=Interventional (int.)2026.05 | 52.5 | 62.6 | 53.1 | 49.6 | 54.5 | |
| UT-IGSPData Setting=Interventional (int.)2026.05 | 49.5 | 60.6 | 49 | 47.5 | 51.7 | |
| IGSPData Setting=Interventional (obs.)2026.05 | 35.1 | 42.5 | 36.9 | 31.4 | 36.5 | |
| UT-IGSPData Setting=Interventional (obs.)2026.05 | 34.8 | 43.2 | 36.3 | 33.8 | 37 | |
| GESData Setting=Obs.-only2026.05 | 19.3 | 15 | 18.6 | 18.5 | 17.8 | |
| PCData Setting=Obs.-only2026.05 | 17 | 18.6 | 15.2 | 21 | 18 | |
| LiNGAMData Setting=Interventional (obs.)2026.05 | 11.7 | 33.1 | 24.3 | 14.1 | 20.8 | |
| FCIData Setting=Obs.-only2026.05 | 5.8 | 6.9 | 6.3 | 8.6 | 6.9 |