Solving parameterized PDEs on Convection PDE (β, ν, ρ ∈ [1, 5]) (test)
0.0085Relative ErrorHyper-LR-PINN
Evaluation Results
| Method | Links | |
|---|---|---|
| Hyper-LR-PINNTraining paradigm=Meta-learning2023.10 | 0.0085 | |
| PINN-PTraining paradigm=No pre-training2023.10 | 0.0217 | |
| PINNTraining paradigm=No pre-training2023.10 | 0.0327 | |
| ReptileTraining paradigm=Meta-learning2023.10 | 0.0347 | |
| MAMLTraining paradigm=Meta-learning2023.10 | 0.1036 | |
| PINN-S2STraining paradigm=No pre-training2023.10 | 0.216 |