Solving reaction-diffusion equations on Reaction-diffusion equations v=7, p=5
0.2823Max ErrorNaïve-LR-PINN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.2823 | 0.9318 | |
| Hyper-LR-PINN (Full rank)Pre-training=true2023.10 | 0.2824 | 0.9284 | |
| Hyper-LR-PINN (Adaptive rank)Pre-training=true2023.10 | 0.2833 | 0.9286 | |
| Naïve-LR-PINNRank=10, Pre-training=false2023.10 | 0.3048 | 0.9225 | |
| Naïve-LR-PINNRank=40, Pre-training=false2023.10 | 0.3676 | 0.8915 | |
| MAMLRank=10, Pre-training=false2023.10 | 0.3745 | 0.9149 | |
| MAMLRank=40, Pre-training=false2023.10 | 0.3789 | 0.8998 | |
| Naïve-LR-PINNRank=20, Pre-training=false2023.10 | 0.3802 | 0.882 | |
| MAMLRank=50, Pre-training=false2023.10 | 0.3944 | 0.9276 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.3956 | 0.9202 | |
| Naïve-LR-PINNRank=50, Pre-training=false2023.10 | 0.5088 | 0.8037 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 0.6453 | 0.5257 | |
| Curriculum learningRank=50, Pre-training=false2023.10 | 0.656 | 0.4977 | |
| Curriculum learningRank=40, Pre-training=false2023.10 | 0.6842 | 0.4392 | |
| Curriculum learningRank=10, Pre-training=false2023.10 | 0.7 | 0.4155 | |
| Curriculum learningRank=20, Pre-training=false2023.10 | 0.7686 | 0.274 | |
| ReptileRank=10, Pre-training=false2023.10 | 1.0334 | 0.1238 | |
| MAMLRank=20, Pre-training=false2023.10 | 1.0365 | 0.2589 | |
| ReptileRank=20, Pre-training=false2023.10 | 1.0418 | 0.0635 | |
| ReptileRank=30, Pre-training=false2023.10 | 1.0467 | 0.2049 | |
| ReptileRank=50, Pre-training=false2023.10 | 1.0482 | 0.1398 | |
| ReptileRank=40, Pre-training=false2023.10 | 1.0537 | 0.1066 |