Solving parameterized PDEs on Reaction PDE (β, ν, ρ ∈ [1, 5]) (test)
0.45Relative ErrorHyper-LR-PINN
Evaluation results
| Method | Links | |
|---|---|---|
| Hyper-LR-PINNTraining paradigm=Meta-learning2023.10 | 0.45 | |
| MAMLTraining paradigm=Meta-learning2023.10 | 0.57 | |
| ReptileTraining paradigm=Meta-learning2023.10 | 0.64 | |
| PINN-PTraining paradigm=No pre-training2023.10 | 20.24 | |
| PINNTraining paradigm=No pre-training2023.10 | 39.07 | |
| PINN-S2STraining paradigm=No pre-training2023.10 | 59.07 |