Causal Pruning on Lorenz F=10 T=500
60.2PRMask2Cause
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Mask2CauseModel=ARIMAX2026.05 | 60.2 | 2.27 | |
| Mask2CauseModel=MLP2026.05 | 50.04 | 27.61 | |
| Linear GrangerModel=ARIMAX2026.05 | 22.4 | -0.33 | |
| Linear GrangerModel=MLP2026.05 | 18.62 | 22.25 | |
| Mask2CauseModel=N-BEATS2026.05 | 7.9 | 5.18 | |
| Linear GrangerModel=N-BEATS2026.05 | 2.91 | 19.04 | |
| Mutual Info.Model=ARIMAX2026.05 | 1.4 | -0.91 | |
| Mutual Info.Model=MLP2026.05 | 1.16 | 1.09 | |
| Mutual Info.Model=N-BEATS2026.05 | 0.18 | -15.73 |