Bivariate Causal Discovery on Tübingen
81.1LxCIM (%)SLOPE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SLOPE2025.12 | 81.1 | 73.3 | 82 | 86.4 | |
| SLOPPY2025.12 | 79.4 | 72.6 | 78.9 | 85.3 | |
| RECI2025.12 | 76.1 | 70.5 | 77.3 | 75.7 | |
| HECI2025.12 | 74.1 | 70.5 | 73.6 | 79.2 | |
| bQCD2025.12 | 71.1 | 69.6 | 70.8 | 70.1 | |
| IGCI2025.12 | 70 | 60.9 | 68.1 | 73.3 | |
| NNCL2025.12 | 63.6 | 55.2 | 64 | 63.4 | |
| CGNNHyperparameters=Adapted to ensure no example took longer than 30 seconds to score2025.12 | 62.8 | 61.5 | 63.6 | 69.6 | |
| LCUBE2025.12 | 62.4 | 58.9 | 62.2 | 70.1 | |
| ANM2025.12 | 61.7 | 60.4 | 61.1 | 62.9 | |
| CDS2025.12 | 60.2 | 60.5 | 58.6 | 57.8 | |
| CDCI2025.12 | 59.4 | 61.5 | 61.1 | 55 | |
| LOCI2025.12 | 59.4 | 61.5 | 58.6 | 49.5 | |
| ROCHE2025.12 | 56.7 | 53 | 58 | 53.7 | |
| FOM2025.12 | 46.1 | 45.5 | 46.1 | 40.9 | |
| CAM2025.12 | 45.7 | 52.3 | 46.5 | 43.1 |