Causal Discovery on SIM (AUROC, Accuracy)
88.3AUROC (SIM)GPI
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GPI2026.04 | 88.3 | 83.7 | 92.4 | 85.6 | 90.1 | 80.4 | 92.8 | 84.5 | — | |
| LCUBE2026.04 | 71.4 | 62.3 | 78.1 | 66.7 | 88.7 | 76.8 | 95.4 | 86 | — | |
| bQCD2026.04 | 69.9 | 68 | 80.8 | 77 | 71.7 | 67 | 91.9 | 87 | — | |
| RDMDL-St2026.04 | 62.8 | 56 | 67.6 | 66 | 66.4 | 58 | 91.6 | 79 | — | |
| RDMDL-R2026.04 | 61.9 | 56 | 66.9 | 65 | 66.2 | 57 | 91.4 | 79 | — | |
| RDMDL-Sc2026.04 | 58.1 | 53 | 63.9 | 62 | 60.1 | 54 | 88.6 | 78 | — | |
| RDMDL-FD2026.04 | 53.6 | 47 | 59.6 | 57 | 59.4 | 55 | 87.2 | 77 | — | |
| SLOPE2026.04 | 47.9 | 45 | 57.2 | 54 | 45.1 | 46 | 44.5 | 47 | — | |
| COMICSource=COMIC2026.04 | — | — | — | — | — | — | — | — | 58 | |
| GPLVMSource=GPLVM, COMIC2026.04 | — | — | — | — | — | — | — | — | 92 |