Bivariate Causal Discovery on Tübingen cause–effect pairs
74Correct / TotalSLOPPY
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SLOPPYSpecialized for bivariate setting=true2026.06 | 74 | 72.5 | 73.4 | |
| HECISpecialized for bivariate setting=true2026.06 | 72 | 70.4 | 71.8 | |
| FoundCauseMethod Type=Amortized2026.06 | 65 | 63.7 | 65.4 | |
| SEAMethod Type=Amortized2026.06 | 59 | 57.8 | 58.6 | |
| CSIvA2026.06 | 57 | 55.9 | 57.4 | |
| AVICIMethod Type=Amortized2026.06 | 55 | 53.9 | 55.8 | |
| Cond_FIP2026.06 | 54 | 52.9 | 54.1 | |
| ICA-LiNGAM2026.06 | 52 | 51 | 49.4 | |
| DirectLiNGAM2026.06 | 45 | 44.1 | 46.5 | |
| Naive correlation2026.06 | 42 | 41.2 | 44.1 | |
| DAGMAModel Type=linear2026.06 | 34 | 33.3 | 34.2 | |
| NOTEARSModel Type=Linear2026.06 | 26 | 25.5 | 20.1 |