PDE Solving on Diffusion PDE Gaussian distribution N(pi, (pi/2)^2) initial condition (general cases)
0.0803Abs. Err.MAML
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MAMLTraining Regime=Meta-learning2023.10 | 0.0803 | 0.1673 | |
| ReptileTraining Regime=Meta-learning2023.10 | 0.0844 | 0.1742 | |
| Hyper-LR-PINNTraining Regime=Meta-learning2023.10 | 0.1169 | 0.2458 | |
| PINNTraining Regime=No pre-training2023.10 | 0.1335 | 0.2733 | |
| PINN-PTraining Regime=No pre-training2023.10 | 0.1433 | 0.292 | |
| PINN-RTraining Regime=No pre-training2023.10 | 0.1665 | 0.3462 | |
| PINN-S2STraining Regime=No pre-training2023.10 | 0.1987 | 0.405 |