Chaotic system prediction on Aizawa (test)
0.296Effective LambdaCausal-PINN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Causal-PINNsubdomains=10, collocation points=1002025.05 | 0.296 | 3.38 | |
| Reservoirnodes=300, spectral radius=1.12025.05 | 0.132 | 7.58 | |
| FlowMixer2025.05 | 0.118 | 8.5 | |
| Neural ODEsolver=dopri5, tolerances=10^−72025.05 | 0.087 | 11.49 | |
| True System2025.05 | 0.042 | 23.81 |