PDE Solving on Convection PDE general cases Gaussian distribution N(pi, (pi/2)^2) initial condition
0.0038Absolute ErrorHyper-LR-PINN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINNTraining Regime=Meta-learning2023.10 | 0.0038 | 0.0085 | |
| PINN-PTraining Regime=No pre-training2023.10 | 0.0112 | 0.0217 | |
| ReptileTraining Regime=Meta-learning2023.10 | 0.0173 | 0.0347 | |
| PINNTraining Regime=No pre-training2023.10 | 0.0183 | 0.0327 | |
| PINN-RTraining Regime=No pre-training2023.10 | 0.0222 | 0.0381 | |
| MAMLTraining Regime=Meta-learning2023.10 | 0.0579 | 0.1036 | |
| PINN-S2STraining Regime=No pre-training2023.10 | 0.1281 | 0.216 |