Causal Pruning on Lorenz F=40 T=500
62.2PRLinear Granger
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Linear GrangerModel=ARIMAX2026.05 | 62.2 | 1.02 | |
| Mask2CauseModel=ARIMAX2026.05 | 58.8 | 1.27 | |
| Mutual Info.Model=ARIMAX2026.05 | 56.2 | 0.37 | |
| Linear GrangerModel=MLP2026.05 | 51.7 | -10.52 | |
| Mask2CauseModel=MLP2026.05 | 48.87 | 0.55 | |
| Mutual Info.Model=MLP2026.05 | 46.71 | -16.74 | |
| Linear GrangerModel=N-BEATS2026.05 | 8.08 | -92.93 | |
| Mask2CauseModel=N-BEATS2026.05 | 7.6 | -27.67 | |
| Mutual Info.Model=N-BEATS2026.05 | 7.3 | -103.78 |