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ResearchFormerly WizWand

PDE Solving on PDEBench Diff.Sorp (test)

0.0016nRMSERECRAFT
-0.0370160.2236420.48430.744958Jan 26, 2026Feb 3, 2026Feb 12, 2026Feb 20, 2026Mar 1, 2026Mar 9, 2026Mar 18, 2026
Updated 7mo ago

Evaluation results

MethodLinks
RECRAFT2026.010.0016
MoNA2026.010.0016
RECRAFT2026.010.0016
FNO2026.010.0018
ORCA2026.010.0018
PARE2026.010.0019
NFT2026.010.0031
GITSBackbone=ConvLSTM, Sampling ratio=0.052026.030.026
GITSBackbone=FNO, Sampling ratio=0.052026.030.139
PRISMBackbone=FNO, Sampling ratio=0.052026.030.144
GITSBackbone=U-Net, Sampling ratio=0.052026.030.145
GITSBackbone=FNO, Sampling ratio=0.102026.030.147
coverage-onlyBackbone=Transformer, Sampling ratio=0.102026.030.147
PINN2026.010.15
GITSBackbone=Transformer, Sampling ratio=0.052026.030.152
PRISMBackbone=U-Net, Sampling ratio=0.052026.030.152
GITSBackbone=Transformer, Sampling ratio=0.102026.030.154
uniformBackbone=FNO, Sampling ratio=0.102026.030.164
PRISMBackbone=FNO, Sampling ratio=0.102026.030.167
GradMatchBackbone=Transformer, Sampling ratio=0.102026.030.167
PRISMBackbone=Transformer, Sampling ratio=0.102026.030.168
GradMatchBackbone=FNO, Sampling ratio=0.052026.030.188
GradMatchBackbone=FNO, Sampling ratio=0.102026.030.198
coverage-onlyBackbone=FNO, Sampling ratio=0.052026.030.213
GLISTERBackbone=FNO, Sampling ratio=0.102026.030.217
U-Net2026.010.22
uniformBackbone=ConvLSTM, Sampling ratio=0.052026.030.229
coverage-onlyBackbone=FNO, Sampling ratio=0.102026.030.232
PRISMBackbone=Transformer, Sampling ratio=0.052026.030.238
GradMatchBackbone=Transformer, Sampling ratio=0.052026.030.241
uniformBackbone=ConvLSTM, Sampling ratio=0.102026.030.247
uniformBackbone=Transformer, Sampling ratio=0.102026.030.257
coverage-onlyBackbone=U-Net, Sampling ratio=0.052026.030.265
coverage-onlyBackbone=Transformer, Sampling ratio=0.052026.030.279
loss-onlyBackbone=Transformer, Sampling ratio=0.102026.030.285
uniformBackbone=FNO, Sampling ratio=0.052026.030.303
uniformBackbone=Transformer, Sampling ratio=0.052026.030.317
GLISTERBackbone=Transformer, Sampling ratio=0.102026.030.33
GITSBackbone=U-Net, Sampling ratio=0.102026.030.354
PRISMBackbone=ConvLSTM, Sampling ratio=0.052026.030.369
coverage-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.030.381
loss-onlyBackbone=Transformer, Sampling ratio=0.052026.030.384
GLISTERBackbone=ConvLSTM, Sampling ratio=0.052026.030.386
PRISMBackbone=U-Net, Sampling ratio=0.102026.030.388
GradMatchBackbone=ConvLSTM, Sampling ratio=0.052026.030.41
GLISTERBackbone=Transformer, Sampling ratio=0.052026.030.414
GLISTERBackbone=U-Net, Sampling ratio=0.102026.030.421
loss-onlyBackbone=U-Net, Sampling ratio=0.102026.030.457
PRISMBackbone=ConvLSTM, Sampling ratio=0.102026.030.458
GLISTERBackbone=ConvLSTM, Sampling ratio=0.102026.030.462
GLISTERBackbone=U-Net, Sampling ratio=0.052026.030.479
GITSBackbone=ConvLSTM, Sampling ratio=0.102026.030.482
coverage-onlyBackbone=U-Net, Sampling ratio=0.102026.030.504
loss-onlyBackbone=FNO, Sampling ratio=0.102026.030.519
GradMatchBackbone=U-Net, Sampling ratio=0.102026.030.543
loss-onlyBackbone=FNO, Sampling ratio=0.052026.030.543
loss-onlyBackbone=U-Net, Sampling ratio=0.052026.030.628
coverage-onlyBackbone=ConvLSTM, Sampling ratio=0.102026.030.666
GradMatchBackbone=ConvLSTM, Sampling ratio=0.102026.030.702
uniformBackbone=U-Net, Sampling ratio=0.052026.030.702
loss-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.030.712
GLISTERBackbone=FNO, Sampling ratio=0.052026.030.89
uniformBackbone=U-Net, Sampling ratio=0.102026.030.93
loss-onlyBackbone=ConvLSTM, Sampling ratio=0.102026.030.967
GradMatchBackbone=U-Net, Sampling ratio=0.052026.030.967