Solving reaction-diffusion equations on Reaction-diffusion equations v=5, p=5
0.2317Max ErrorHyper-LR-PINN (Full rank)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINN (Full rank)Pre-training=true2023.10 | 0.2317 | 0.9523 | |
| Hyper-LR-PINN (Adaptive rank)Pre-training=true2023.10 | 0.2317 | 0.9523 | |
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.2498 | 0.947 | |
| MAMLRank=40, Pre-training=false2023.10 | 0.2792 | 0.925 | |
| MAMLRank=10, Pre-training=false2023.10 | 0.2794 | 0.9345 | |
| MAMLRank=50, Pre-training=false2023.10 | 0.3214 | 0.9503 | |
| Naïve-LR-PINNRank=50, Pre-training=false2023.10 | 0.3216 | 0.9213 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.33 | 0.9435 | |
| Naïve-LR-PINNRank=20, Pre-training=false2023.10 | 0.3778 | 0.8922 | |
| Naïve-LR-PINNRank=10, Pre-training=false2023.10 | 0.3998 | 0.8848 | |
| Naïve-LR-PINNRank=40, Pre-training=false2023.10 | 0.4334 | 0.8953 | |
| ReptileRank=10, Pre-training=false2023.10 | 1.0176 | 0.1469 | |
| ReptileRank=20, Pre-training=false2023.10 | 1.025 | 0.0883 | |
| ReptileRank=30, Pre-training=false2023.10 | 1.031 | 0.2275 | |
| ReptileRank=50, Pre-training=false2023.10 | 1.0314 | 0.1628 | |
| MAMLRank=20, Pre-training=false2023.10 | 1.0325 | 0.3102 | |
| ReptileRank=40, Pre-training=false2023.10 | 1.0352 | 0.1322 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 1.2317 | -0.5948 | |
| Curriculum learningRank=10, Pre-training=false2023.10 | 1.2749 | -0.5216 | |
| Curriculum learningRank=40, Pre-training=false2023.10 | 1.2902 | -0.6908 | |
| Curriculum learningRank=50, Pre-training=false2023.10 | 1.3184 | -0.7047 | |
| Curriculum learningRank=20, Pre-training=false2023.10 | 1.3262 | -0.7929 |