Causal Discovery on CE-Gauss
91.7AUROCCDCI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CDCI2026.04 | 91.7 | 83 | |
| CDS2026.04 | 90.6 | 84 | |
| GPI2026.04 | 89.1 | 83.2 | |
| GPLVMSource=GPLVM, COMIC2026.04 | 89 | — | |
| LOCI2026.04 | 82.7 | 73 | |
| RECI2025.12 | 76.5 | 67.7 | |
| SLOPE2026.04 | 73.3 | 67.3 | |
| SLOPE2025.12 | 73.1 | 67.3 | |
| RECI2026.04 | 71.1 | 64.3 | |
| CGNN2025.12 | 70.6 | 64.7 | |
| RDMDL-Sc2026.04 | 69.4 | 62.7 | |
| SLOPPY2026.04 | 68.3 | 59 | |
| RDMDL-St2026.04 | 65.1 | 59 | |
| RDMDL-FD2026.04 | 64.7 | 58.7 | |
| RDMDL-R2026.04 | 64.5 | 59 | |
| EMD2025.12 | 57.3 | 54.7 | |
| FOM2026.04 | 56.1 | 53 | |
| HECI2026.04 | 51.9 | 48.3 | |
| bQCD2025.12 | 50.9 | 55.3 | |
| NNCL2026.04 | 48.5 | 48.7 | |
| bQCD2026.04 | 48.1 | 54.3 | |
| PNL2025.12 | 44.6 | 45.7 | |
| ANM2026.04 | 43.3 | 45.3 | |
| IGCI2025.12 | 43 | 44.7 | |
| CGNN2026.04 | 37.4 | 42.3 | |
| LCUBE2026.04 | 31.8 | 31.3 | |
| CAM2026.04 | 30 | 25 | |
| LiNGAM2025.12 | 29.9 | 36.3 | |
| ROCHE2026.04 | 21.7 | 28.3 | |
| IGCI2026.04 | 16 | 21.3 | |
| ANM2025.12 | 12.1 | 19.3 |