Solving Reaction-diffusion Equations on Reaction-diffusion equations v=4, p=5
0.1668Max ErrorNaïve-LR-PINN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.1668 | 0.9934 | |
| Naïve-LR-PINNRank=10, Pre-training=false2023.10 | 0.1859 | 0.9745 | |
| Naïve-LR-PINNRank=20, Pre-training=false2023.10 | 0.1967 | 0.9719 | |
| Hyper-LR-PINN (Full rank)Pre-training=true2023.10 | 0.2189 | 0.9588 | |
| Hyper-LR-PINN (Adaptive rank)Pre-training=true2023.10 | 0.2189 | 0.9588 | |
| MAMLRank=40, Pre-training=false2023.10 | 0.2747 | 0.9402 | |
| Naïve-LR-PINNRank=40, Pre-training=false2023.10 | 0.2753 | 0.9439 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.3037 | 0.953 | |
| MAMLRank=50, Pre-training=false2023.10 | 0.3118 | 0.9613 | |
| Naïve-LR-PINNRank=50, Pre-training=false2023.10 | 0.3133 | 0.9265 | |
| MAMLRank=10, Pre-training=false2023.10 | 0.3907 | 0.945 | |
| ReptileRank=10, Pre-training=false2023.10 | 1.0065 | 0.1604 | |
| ReptileRank=20, Pre-training=false2023.10 | 1.0145 | 0.1023 | |
| MAMLRank=20, Pre-training=false2023.10 | 1.0161 | 0.3333 | |
| ReptileRank=30, Pre-training=false2023.10 | 1.0199 | 0.2398 | |
| ReptileRank=50, Pre-training=false2023.10 | 1.02 | 0.1754 | |
| ReptileRank=40, Pre-training=false2023.10 | 1.0225 | 0.1462 | |
| Curriculum learningRank=10, Pre-training=false2023.10 | 1.3388 | -0.5457 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 1.3659 | -0.8454 | |
| Curriculum learningRank=50, Pre-training=false2023.10 | 1.3897 | -0.8704 | |
| Curriculum learningRank=40, Pre-training=false2023.10 | 1.3921 | -0.91 | |
| Curriculum learningRank=20, Pre-training=false2023.10 | 1.4119 | -0.9933 |