Chaotic system forecasting on Lorenz-96
1.46VPT (0% noise)MP-NODE
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MP-NODEValidation threshold (epsilon)=0.3, Evaluation trials=302025.11 | 1.46 | 1.48 | 1.35 | 1.29 | 0.93 | 0.02 | 0.02 | 0.04 | 0.09 | 0.77 | |
| Strong NODEValidation threshold (epsilon)=0.3, Evaluation trials=302025.11 | 2.8 | 2.74 | 2.57 | 1.94 | 1.23 | 0.02 | 0.02 | 0.02 | 0.03 | 0.34 | |
| WP-NODEValidation threshold (epsilon)=0.3, Evaluation trials=302025.11 | 3.65 | 3.72 | 3.24 | 2.75 | 2.08 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | |
| Weak NODEValidation threshold (epsilon)=0.3, Evaluation trials=302025.11 | 3.66 | 3.8 | 3.19 | 2.71 | 1.99 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | |
| DeepSkipValidation threshold (epsilon)=0.3, Evaluation trials=302025.11 | 6.06 | 4.26 | 1.64 | 1.78 | 0.63 | 0.02 | 0.02 | 0.04 | 0.1 | 0.27 |