Solving reaction equations on Reaction equations (ρ=5) 1.0 (test)
0.0157Absolute ErrorHyper-LR-PINN (Full rank)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.10 | 0.0157 | 0.0518 | |
| Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.10 | 0.0211 | 0.0655 | |
| PINN-R2023.10 | 0.0334 | 0.1017 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 0.1209 | 0.2724 | |
| PINN-S2S2023.10 | 0.4497 | 0.8205 | |
| PINN-P2023.10 | 0.4981 | 0.9349 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.5378 | 0.9662 | |
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.5385 | 0.9664 | |
| ReptileRank=30, Pre-training=true2023.10 | 0.5454 | 0.9778 | |
| PINN2023.10 | 0.5501 | 0.9862 |