PDE Solving on PDEBench Diff.Reac 1D (test)
0.0014nRMSEFNO
Evaluation Results
| Method | Links | |
|---|---|---|
| FNO2026.01 | 0.0014 | |
| FNO2026.01 | 0.0014 | |
| RECRAFT2026.01 | 0.0028 | |
| MoNA2026.01 | 0.0028 | |
| RECRAFT2026.01 | 0.0028 | |
| RECRAFT2026.01 | 0.0028 | |
| PARE2026.01 | 0.0029 | |
| ORCA2026.01 | 0.0032 | |
| NFT2026.01 | 0.0092 | |
| PRISMBackbone=U-Net, Sampling ratio=0.052026.03 | 0.053 | |
| GITSBackbone=U-Net, Sampling ratio=0.052026.03 | 0.071 | |
| U-Net2026.01 | 0.08 | |
| U-Net2026.01 | 0.08 | |
| coverage-onlyBackbone=U-Net, Sampling ratio=0.052026.03 | 0.08 | |
| GradMatchBackbone=U-Net, Sampling ratio=0.052026.03 | 0.101 | |
| loss-onlyBackbone=U-Net, Sampling ratio=0.052026.03 | 0.135 | |
| GITSBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.191 | |
| coverage-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.24 | |
| uniformBackbone=U-Net, Sampling ratio=0.052026.03 | 0.246 | |
| coverage-onlyBackbone=Transformer, Sampling ratio=0.052026.03 | 0.264 | |
| GITSBackbone=Transformer, Sampling ratio=0.052026.03 | 0.31 | |
| uniformBackbone=Transformer, Sampling ratio=0.052026.03 | 0.353 | |
| GITSBackbone=FNO, Sampling ratio=0.052026.03 | 0.361 | |
| GLISTERBackbone=U-Net, Sampling ratio=0.052026.03 | 0.399 | |
| coverage-onlyBackbone=FNO, Sampling ratio=0.052026.03 | 0.418 | |
| PRISMBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.435 | |
| GradMatchBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.472 | |
| uniformBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.48 | |
| loss-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.504 | |
| GLISTERBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.549 | |
| uniformBackbone=FNO, Sampling ratio=0.052026.03 | 0.592 | |
| GradMatchBackbone=Transformer, Sampling ratio=0.052026.03 | 0.646 | |
| loss-onlyBackbone=Transformer, Sampling ratio=0.052026.03 | 0.652 | |
| PRISMBackbone=Transformer, Sampling ratio=0.052026.03 | 0.653 | |
| PRISMBackbone=FNO, Sampling ratio=0.052026.03 | 0.742 | |
| PINN2026.01 | 0.84 | |
| PINN2026.01 | 0.84 | |
| GradMatchBackbone=FNO, Sampling ratio=0.052026.03 | 0.885 | |
| loss-onlyBackbone=FNO, Sampling ratio=0.052026.03 | 0.887 | |
| GLISTERBackbone=Transformer, Sampling ratio=0.052026.03 | 0.889 | |
| GLISTERBackbone=FNO, Sampling ratio=0.052026.03 | 0.898 |