Causal Pruning on Lorenz F=10 (T=250)
61.17PRMask2Cause
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mask2CauseModel=ARIMAX2026.05 | 61.17 | 2.41 | |
| Mask2CauseModel=MLP2026.05 | 50.84 | 49.35 | |
| Linear GrangerModel=ARIMAX2026.05 | 31.83 | 2.42 | |
| Linear GrangerModel=MLP2026.05 | 26.46 | 27.78 | |
| Mask2CauseModel=N-BEATS2026.05 | 7.9 | 20.67 | |
| Linear GrangerModel=N-BEATS2026.05 | 4.13 | 13.35 | |
| Mutual Info.Model=ARIMAX2026.05 | 1 | -0.24 | |
| Mutual Info.Model=MLP2026.05 | 0.83 | 4.36 | |
| Mutual Info.Model=N-BEATS2026.05 | 0.13 | -7.82 |