PDE Solving on Reaction PDE Gaussian distribution N(pi, (pi/2)^2) initial condition (general cases)
0.0025Abs. Err.Hyper-LR-PINN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINNTraining Regime=Meta-learning2023.10 | 0.0025 | 0.0045 | |
| MAMLTraining Regime=Meta-learning2023.10 | 0.0029 | 0.0057 | |
| ReptileTraining Regime=Meta-learning2023.10 | 0.0033 | 0.0064 | |
| PINN-PTraining Regime=No pre-training2023.10 | 0.1749 | 0.2024 | |
| PINN-RTraining Regime=No pre-training2023.10 | 0.3336 | 0.3907 | |
| PINNTraining Regime=No pre-training2023.10 | 0.3341 | 0.3907 | |
| PINN-S2STraining Regime=No pre-training2023.10 | 0.4714 | 0.5907 |