PDE Regression on KdV (test)
0.064NMSEGround-truth Augmentation
Evaluation results
| Method | Links | |
|---|---|---|
| Ground-truth Augmentation# Data=2^92024.10 | 0.064 | |
| Learning Infinitesimal Generators# Data=2^92024.10 | 0.0824 | |
| Ground-truth Augmentation# Data=2^72024.10 | 0.246 | |
| Learning Infinitesimal Generators# Data=2^72024.10 | 0.283 | |
| No Augmentation# Data=2^92024.10 | 0.398 | |
| Ground-truth Augmentation# Data=2^52024.10 | 0.98 | |
| Learning Infinitesimal Generators# Data=2^52024.10 | 1.12 | |
| No Augmentation# Data=2^72024.10 | 1.42 | |
| No Augmentation# Data=2^52024.10 | 4.47 |