List your company
ResearchFormerly WizWand

PDE Solving on PDEBench Diff.Reac 1D (test)

0.0014nRMSEFNO
-0.0344640.2076180.44970.691782Jan 26, 2026Feb 3, 2026Feb 12, 2026Feb 20, 2026Mar 1, 2026Mar 9, 2026Mar 18, 2026
Updated 7mo ago

Evaluation results

MethodLinks
FNO2026.010.0014
FNO2026.010.0014
RECRAFT2026.010.0028
MoNA2026.010.0028
RECRAFT2026.010.0028
RECRAFT2026.010.0028
PARE2026.010.0029
ORCA2026.010.0032
NFT2026.010.0092
PRISMBackbone=U-Net, Sampling ratio=0.052026.030.053
GITSBackbone=U-Net, Sampling ratio=0.052026.030.071
U-Net2026.010.08
U-Net2026.010.08
coverage-onlyBackbone=U-Net, Sampling ratio=0.052026.030.08
GradMatchBackbone=U-Net, Sampling ratio=0.052026.030.101
loss-onlyBackbone=U-Net, Sampling ratio=0.052026.030.135
GITSBackbone=ConvLSTM, Sampling ratio=0.052026.030.191
coverage-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.030.24
uniformBackbone=U-Net, Sampling ratio=0.052026.030.246
coverage-onlyBackbone=Transformer, Sampling ratio=0.052026.030.264
GITSBackbone=Transformer, Sampling ratio=0.052026.030.31
uniformBackbone=Transformer, Sampling ratio=0.052026.030.353
GITSBackbone=FNO, Sampling ratio=0.052026.030.361
GLISTERBackbone=U-Net, Sampling ratio=0.052026.030.399
coverage-onlyBackbone=FNO, Sampling ratio=0.052026.030.418
PRISMBackbone=ConvLSTM, Sampling ratio=0.052026.030.435
GradMatchBackbone=ConvLSTM, Sampling ratio=0.052026.030.472
uniformBackbone=ConvLSTM, Sampling ratio=0.052026.030.48
loss-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.030.504
GLISTERBackbone=ConvLSTM, Sampling ratio=0.052026.030.549
uniformBackbone=FNO, Sampling ratio=0.052026.030.592
GradMatchBackbone=Transformer, Sampling ratio=0.052026.030.646
loss-onlyBackbone=Transformer, Sampling ratio=0.052026.030.652
PRISMBackbone=Transformer, Sampling ratio=0.052026.030.653
PRISMBackbone=FNO, Sampling ratio=0.052026.030.742
PINN2026.010.84
PINN2026.010.84
GradMatchBackbone=FNO, Sampling ratio=0.052026.030.885
loss-onlyBackbone=FNO, Sampling ratio=0.052026.030.887
GLISTERBackbone=Transformer, Sampling ratio=0.052026.030.889
GLISTERBackbone=FNO, Sampling ratio=0.052026.030.898