Causal Pruning on Lorenz F=40 T=250
71.2PR ScoreLinear Granger
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Linear GrangerModel=ARIMAX2026.05 | 71.2 | 3.18 | |
| Linear GrangerModel=MLP2026.05 | 59.18 | -9.61 | |
| Mask2CauseModel=ARIMAX2026.05 | 58.2 | 1.13 | |
| Mask2CauseModel=MLP2026.05 | 48.37 | 10.33 | |
| Mutual Info.Model=ARIMAX2026.05 | 39.8 | 3.01 | |
| Mutual Info.Model=MLP2026.05 | 33.08 | -3.21 | |
| Linear GrangerModel=N-BEATS2026.05 | 9.24 | -76.56 | |
| Mask2CauseModel=N-BEATS2026.05 | 7.6 | -11.26 | |
| Mutual Info.Model=N-BEATS2026.05 | 5.17 | -58.71 |