Granger Causal Discovery on VAR (20,500,20)
0.976AUROCCausalMoE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CausalMoE2026.06 | 0.976 | 0.977 | 0.963 | 16 | |
| CausalMoE2026.06 | 0.95 | 0.954 | 0.95 | 20 | |
| JRNGC2026.06 | 0.933 | 0.923 | 0.944 | 59 | |
| JRNGC2026.06 | 0.899 | 0.929 | 0.92 | 78 | |
| CR-VAE2026.06 | 0.857 | 0.869 | 0.569 | 104 | |
| CUTS2026.06 | 0.844 | 0.842 | 0.818 | 21 | |
| KANGCI2026.06 | 0.826 | 0.807 | 0.821 | 67 | |
| CR-VAE2026.06 | 0.824 | 0.833 | 0.814 | 97 | |
| CUTS2026.06 | 0.815 | 0.866 | 0.815 | 68 | |
| KANGCI2026.06 | 0.777 | 0.786 | 0.765 | 82 | |
| NGC2026.06 | 0.692 | 0.671 | 0.676 | 97 | |
| NGC2026.06 | 0.653 | 0.66 | 0.73 | 139 | |
| PCMCI2026.06 | 0.596 | 0.591 | 0.604 | 166 | |
| GC2026.06 | 0.572 | 0.593 | 0.706 | 178 | |
| PCMCI2026.06 | 0.572 | 0.582 | 0.574 | 184 | |
| GC2026.06 | 0.544 | 0.573 | 0.692 | 196 |