Bivariate Causal Discovery on SIM-c (AUROC, Accuracy)
92.4AUROCGPI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPI2026.04 | 92.4 | 85.6 | |
| CDS2026.04 | 84.7 | 76 | |
| CDCI2026.04 | 84.1 | 72 | |
| bQCD2026.04 | 80.8 | 77 | |
| LOCI2026.04 | 79.6 | 68 | |
| LCUBE2026.04 | 78.1 | 66.7 | |
| NNCL2026.04 | 68.5 | 59 | |
| RDMDL-St2026.04 | 67.6 | 66 | |
| RDMDL-R2026.04 | 66.9 | 65 | |
| CAM2026.04 | 64.3 | 62 | |
| RDMDL-Sc2026.04 | 63.9 | 62 | |
| RDMDL-FD2026.04 | 59.6 | 57 | |
| HECI2026.04 | 59.4 | 55 | |
| SLOPE2026.04 | 57.2 | 54 | |
| SLOPPY2026.04 | 56.9 | 53 | |
| RECI2026.04 | 55.7 | 53 | |
| CGNN2026.04 | 51.3 | 53 | |
| ANM2026.04 | 47.8 | 43.6 | |
| ROCHE2026.04 | 47.6 | 46 | |
| FOM2026.04 | 46.2 | 45 | |
| IGCI2026.04 | 37.8 | 42 |