Bivariate Causal Discovery on SIM-ln (AUROC, Accuracy)
0.954AUROCLCUBE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LCUBE2026.04 | 0.954 | 86 | |
| GPI2026.04 | 0.928 | 84.5 | |
| bQCD2026.04 | 0.919 | 87 | |
| RDMDL-St2026.04 | 0.916 | 79 | |
| RDMDL-R2026.04 | 0.914 | 79 | |
| RDMDL-Sc2026.04 | 0.886 | 78 | |
| RDMDL-FD2026.04 | 0.872 | 77 | |
| CAM2026.04 | 0.86 | 87 | |
| CDCI2026.04 | 0.85 | 76 | |
| ROCHE2026.04 | 0.817 | 71 | |
| LOCI2026.04 | 0.813 | 74 | |
| HECI2026.04 | 0.789 | 65 | |
| CDS2026.04 | 0.785 | 65 | |
| CGNN2026.04 | 0.777 | 68 | |
| NNCL2026.04 | 0.696 | 54 | |
| IGCI2026.04 | 0.653 | 59 | |
| ANM2026.04 | 0.607 | 56.2 | |
| SLOPPY2026.04 | 0.569 | 54 | |
| SLOPE2026.04 | 0.445 | 47 | |
| RECI2026.04 | 0.381 | 44 | |
| FOM2026.04 | 0.369 | 43 |