PDE Solving on PDEBench Diff.Sorp (test)
0.0016nRMSERECRAFT
Evaluation Results
| Method | Links | |
|---|---|---|
| RECRAFT2026.01 | 0.0016 | |
| MoNA2026.01 | 0.0016 | |
| RECRAFT2026.01 | 0.0016 | |
| FNO2026.01 | 0.0018 | |
| ORCA2026.01 | 0.0018 | |
| PARE2026.01 | 0.0019 | |
| NFT2026.01 | 0.0031 | |
| GITSBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.026 | |
| GITSBackbone=FNO, Sampling ratio=0.052026.03 | 0.139 | |
| PRISMBackbone=FNO, Sampling ratio=0.052026.03 | 0.144 | |
| GITSBackbone=U-Net, Sampling ratio=0.052026.03 | 0.145 | |
| GITSBackbone=FNO, Sampling ratio=0.102026.03 | 0.147 | |
| coverage-onlyBackbone=Transformer, Sampling ratio=0.102026.03 | 0.147 | |
| PINN2026.01 | 0.15 | |
| GITSBackbone=Transformer, Sampling ratio=0.052026.03 | 0.152 | |
| PRISMBackbone=U-Net, Sampling ratio=0.052026.03 | 0.152 | |
| GITSBackbone=Transformer, Sampling ratio=0.102026.03 | 0.154 | |
| uniformBackbone=FNO, Sampling ratio=0.102026.03 | 0.164 | |
| PRISMBackbone=FNO, Sampling ratio=0.102026.03 | 0.167 | |
| GradMatchBackbone=Transformer, Sampling ratio=0.102026.03 | 0.167 | |
| PRISMBackbone=Transformer, Sampling ratio=0.102026.03 | 0.168 | |
| GradMatchBackbone=FNO, Sampling ratio=0.052026.03 | 0.188 | |
| GradMatchBackbone=FNO, Sampling ratio=0.102026.03 | 0.198 | |
| coverage-onlyBackbone=FNO, Sampling ratio=0.052026.03 | 0.213 | |
| GLISTERBackbone=FNO, Sampling ratio=0.102026.03 | 0.217 | |
| U-Net2026.01 | 0.22 | |
| uniformBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.229 | |
| coverage-onlyBackbone=FNO, Sampling ratio=0.102026.03 | 0.232 | |
| PRISMBackbone=Transformer, Sampling ratio=0.052026.03 | 0.238 | |
| GradMatchBackbone=Transformer, Sampling ratio=0.052026.03 | 0.241 | |
| uniformBackbone=ConvLSTM, Sampling ratio=0.102026.03 | 0.247 | |
| uniformBackbone=Transformer, Sampling ratio=0.102026.03 | 0.257 | |
| coverage-onlyBackbone=U-Net, Sampling ratio=0.052026.03 | 0.265 | |
| coverage-onlyBackbone=Transformer, Sampling ratio=0.052026.03 | 0.279 | |
| loss-onlyBackbone=Transformer, Sampling ratio=0.102026.03 | 0.285 | |
| uniformBackbone=FNO, Sampling ratio=0.052026.03 | 0.303 | |
| uniformBackbone=Transformer, Sampling ratio=0.052026.03 | 0.317 | |
| GLISTERBackbone=Transformer, Sampling ratio=0.102026.03 | 0.33 | |
| GITSBackbone=U-Net, Sampling ratio=0.102026.03 | 0.354 | |
| PRISMBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.369 | |
| coverage-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.381 | |
| loss-onlyBackbone=Transformer, Sampling ratio=0.052026.03 | 0.384 | |
| GLISTERBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.386 | |
| PRISMBackbone=U-Net, Sampling ratio=0.102026.03 | 0.388 | |
| GradMatchBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.41 | |
| GLISTERBackbone=Transformer, Sampling ratio=0.052026.03 | 0.414 | |
| GLISTERBackbone=U-Net, Sampling ratio=0.102026.03 | 0.421 | |
| loss-onlyBackbone=U-Net, Sampling ratio=0.102026.03 | 0.457 | |
| PRISMBackbone=ConvLSTM, Sampling ratio=0.102026.03 | 0.458 | |
| GLISTERBackbone=ConvLSTM, Sampling ratio=0.102026.03 | 0.462 | |
| GLISTERBackbone=U-Net, Sampling ratio=0.052026.03 | 0.479 | |
| GITSBackbone=ConvLSTM, Sampling ratio=0.102026.03 | 0.482 | |
| coverage-onlyBackbone=U-Net, Sampling ratio=0.102026.03 | 0.504 | |
| loss-onlyBackbone=FNO, Sampling ratio=0.102026.03 | 0.519 | |
| GradMatchBackbone=U-Net, Sampling ratio=0.102026.03 | 0.543 | |
| loss-onlyBackbone=FNO, Sampling ratio=0.052026.03 | 0.543 | |
| loss-onlyBackbone=U-Net, Sampling ratio=0.052026.03 | 0.628 | |
| coverage-onlyBackbone=ConvLSTM, Sampling ratio=0.102026.03 | 0.666 | |
| GradMatchBackbone=ConvLSTM, Sampling ratio=0.102026.03 | 0.702 | |
| uniformBackbone=U-Net, Sampling ratio=0.052026.03 | 0.702 | |
| loss-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 0.712 | |
| GLISTERBackbone=FNO, Sampling ratio=0.052026.03 | 0.89 | |
| uniformBackbone=U-Net, Sampling ratio=0.102026.03 | 0.93 | |
| loss-onlyBackbone=ConvLSTM, Sampling ratio=0.102026.03 | 0.967 | |
| GradMatchBackbone=U-Net, Sampling ratio=0.052026.03 | 0.967 |