Bivariate Causal Discovery on SIM (AUROC, Accuracy)
88.3AUROCGPI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPI2026.04 | 88.3 | 83.7 | |
| CDCI2026.04 | 87.2 | 81 | |
| LOCI2026.04 | 82.7 | 72 | |
| CDS2026.04 | 82.1 | 71 | |
| LCUBE2026.04 | 71.4 | 62.3 | |
| bQCD2026.04 | 69.9 | 68 | |
| NNCL2026.04 | 67.1 | 64 | |
| RDMDL-St2026.04 | 62.8 | 56 | |
| CAM2026.04 | 62.3 | 56 | |
| RDMDL-R2026.04 | 61.9 | 56 | |
| RDMDL-Sc2026.04 | 58.1 | 53 | |
| HECI2026.04 | 53.8 | 49 | |
| RDMDL-FD2026.04 | 53.6 | 47 | |
| FOM2026.04 | 51.1 | 52 | |
| ANM2026.04 | 49.1 | 46.3 | |
| SLOPE2026.04 | 47.9 | 45 | |
| SLOPPY2026.04 | 47.7 | 46 | |
| RECI2026.04 | 45.2 | 44 | |
| ROCHE2026.04 | 43 | 45 | |
| CGNN2026.04 | 42 | 42 | |
| IGCI2026.04 | 32.2 | 36 |