Causal Discovery on DREAM3
84.5Score (E.coli-1)CausalMoE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CausalMoE2026.06 | 84.5 | 79.5 | 77.4 | 75 | 77.3 | |
| JRNGC2026.06 | 71.3 | 67.3 | 63.4 | 69.4 | 68.4 | |
| M2C(NLL)Loss Function=NLL2026.05 | 67.2 | 68.7 | 60.5 | 57.8 | 51.4 | |
| KANGCI2026.06 | 66.2 | 62.2 | 69.4 | 66.5 | 61.7 | |
| eSRU2026.05 | 66 | 62.9 | 62.7 | 55.7 | 55 | |
| SRU2026.05 | 65.7 | 66.6 | 61.7 | 57.5 | 55 | |
| CR-VAE2026.06 | 65.5 | 62.7 | 63.3 | 59.1 | 60 | |
| NGC2026.06 | 64.5 | 63.5 | 59.4 | 59.6 | 59.7 | |
| cMLP(NGC)2026.05 | 64.4 | 56.8 | 58.5 | 50.6 | 52.8 | |
| M2C(MSE)Loss Function=MSE2026.05 | 64.3 | 67.2 | 63.7 | 56.3 | 53 | |
| CUTS2026.06 | 64.1 | 56.2 | 58.4 | 50.3 | 53.5 | |
| cLSTM(NGC)2026.05 | 62.9 | 60.9 | 57.9 | 51.9 | 55.5 | |
| PCMCI2026.06 | 61.5 | 62.8 | 62.5 | 62.3 | 62.7 | |
| TCDF2026.05 | 61.4 | 64.7 | 58.1 | 55.6 | 55.7 | |
| CUTS+Implementation=reproduced via official implementations2026.05 | 58.5 | 56.3 | 54.7 | 53.2 | 50.9 | |
| GC2026.06 | 55.6 | 63.5 | 64.6 | 63.7 | 56 | |
| CausalformerImplementation=reproduced via official implementations2026.05 | 42 | 26.1 | 63.7 | 48.3 | 48.4 |