Causal Discovery on Synthetic Linear SCMs (Fork, Chain, V-str, Diamond, Collider) (test)
0.829Fork ScoreCFM-SD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CFM-SDSetting=int.2026.05 | 0.829 | 0.84 | 0.596 | 0.701 | 0.79 | 0.8 | |
| IGSPSetting=int.2026.05 | 0.472 | 0.605 | 0.618 | 0.635 | 0.48 | 0.562 | |
| UT-IGSPSetting=int.2026.05 | 0.448 | 0.549 | 0.566 | 0.567 | 0.487 | 0.523 | |
| UT-IGSPSetting=obs.2026.05 | 0.321 | 0.379 | 0.478 | 0.375 | 0.353 | 0.381 | |
| LiNGAMSetting=obs.2026.05 | 0.297 | 0.405 | 0.333 | 0.379 | 0.352 | 0.353 | |
| IGSPSetting=obs.2026.05 | 0.254 | 0.377 | 0.489 | 0.428 | 0.355 | 0.381 | |
| PCSetting=obs.2026.05 | 0.24 | 0.195 | 0.166 | 0.287 | 0.174 | 0.212 | |
| GESSetting=obs.2026.05 | 0.209 | 0.159 | 0.106 | 0.291 | 0.244 | 0.202 | |
| FCISetting=obs.2026.05 | 0.036 | 0.081 | 0.126 | 0.259 | 0.133 | 0.127 |