Causal Discovery on Sachs
83F1 ScoreDiscoPER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DiscoPERReflect mechanism=Enabled2026.07 | 83 | — | — | |
| GPT-4 BFS2026.07 | 74 | — | — | |
| DiscoPERReflect mechanism=Disabled2026.07 | 72 | — | — | |
| TTT-SCLinitialization=Notears2026.05 | 56.4 | 85.9 | 53.6 | |
| PC2026.07 | 48 | — | — | |
| PC2026.05 | 45.7 | 84.2 | 30.1 | |
| GES2026.07 | 42 | — | — | |
| GOLEM2026.07 | 38 | — | — | |
| GES2026.05 | 36.3 | 82.6 | 24.2 | |
| NOTEARS2026.05 | 36.3 | 82.6 | 24.2 | |
| NOTEARS2026.07 | 36 | — | — | |
| DAG-GNN2026.07 | 33 | — | — | |
| TTT-SCLinitialization=random2026.05 | 24 | 68.5 | 24.5 | |
| AVICIversion=scm-v02026.05 | 23 | 83.4 | 31.6 |