Solving reaction-diffusion equations on Reaction-diffusion equations v=6, p=5
0.257Max ErrorHyper-LR-PINN (Full rank)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINN (Full rank)Pre-training=true2023.10 | 0.257 | 0.943 | |
| Hyper-LR-PINN (Adaptive rank)Pre-training=true2023.10 | 0.2578 | 0.9429 | |
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.3095 | 0.9235 | |
| MAMLRank=10, Pre-training=false2023.10 | 0.3264 | 0.924 | |
| MAMLRank=40, Pre-training=false2023.10 | 0.3305 | 0.9126 | |
| Naïve-LR-PINNRank=40, Pre-training=false2023.10 | 0.3493 | 0.9037 | |
| Naïve-LR-PINNRank=10, Pre-training=false2023.10 | 0.3527 | 0.9007 | |
| Naïve-LR-PINNRank=20, Pre-training=false2023.10 | 0.358 | 0.8992 | |
| MAMLRank=50, Pre-training=false2023.10 | 0.3679 | 0.9397 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.3742 | 0.9327 | |
| Naïve-LR-PINNRank=50, Pre-training=false2023.10 | 0.4116 | 0.8689 | |
| ReptileRank=10, Pre-training=false2023.10 | 1.0264 | 0.1345 | |
| ReptileRank=20, Pre-training=false2023.10 | 1.0345 | 0.0753 | |
| MAMLRank=20, Pre-training=false2023.10 | 1.0354 | 0.2814 | |
| ReptileRank=30, Pre-training=false2023.10 | 1.0397 | 0.2153 | |
| ReptileRank=50, Pre-training=false2023.10 | 1.0407 | 0.1501 | |
| ReptileRank=40, Pre-training=false2023.10 | 1.0457 | 0.1182 | |
| Curriculum learningRank=40, Pre-training=false2023.10 | 1.113 | -0.278 | |
| Curriculum learningRank=10, Pre-training=false2023.10 | 1.1203 | -0.2824 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 1.1204 | -0.3159 | |
| Curriculum learningRank=50, Pre-training=false2023.10 | 1.1388 | -0.3871 | |
| Curriculum learningRank=20, Pre-training=false2023.10 | 1.1396 | -0.3386 |