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ResearchFormerly WizWand

Rollout Prediction on PDEBench rdb (test)

0.071nRMSEGITS
0.038040.260520.4830.70548Mar 18, 2026
Updated 7mo ago

Evaluation results

MethodLinks
GITSBackbone=U-Net, Sampling Ratio=0.202026.030.071
PRISMBackbone=U-Net, Sampling Ratio=0.202026.030.084
uniformBackbone=U-Net, Sampling Ratio=0.202026.030.085
GITSBackbone=FNO, Sampling Ratio=0.202026.030.086
coverage-onlyBackbone=U-Net, Sampling Ratio=0.202026.030.088
coverage-onlyBackbone=FNO, Sampling Ratio=0.202026.030.122
GITSBackbone=Transformer, Sampling Ratio=0.202026.030.146
GradMatchBackbone=U-Net, Sampling Ratio=0.202026.030.212
uniformBackbone=FNO, Sampling Ratio=0.202026.030.343
GLISTERBackbone=FNO, Sampling Ratio=0.202026.030.347
GradMatchBackbone=FNO, Sampling Ratio=0.202026.030.366
PRISMBackbone=FNO, Sampling Ratio=0.202026.030.388
GITSBackbone=ConvLSTM, Sampling Ratio=0.202026.030.406
GradMatchBackbone=ConvLSTM, Sampling Ratio=0.202026.030.411
GLISTERBackbone=U-Net, Sampling Ratio=0.202026.030.412
PRISMBackbone=ConvLSTM, Sampling Ratio=0.202026.030.415
coverage-onlyBackbone=ConvLSTM, Sampling Ratio=0.202026.030.43
GLISTERBackbone=ConvLSTM, Sampling Ratio=0.202026.030.509
uniformBackbone=ConvLSTM, Sampling Ratio=0.202026.030.527
PRISMBackbone=Transformer, Sampling Ratio=0.202026.030.55
loss-onlyBackbone=U-Net, Sampling Ratio=0.202026.030.626
GLISTERBackbone=Transformer, Sampling Ratio=0.202026.030.634
coverage-onlyBackbone=Transformer, Sampling Ratio=0.202026.030.669
loss-onlyBackbone=FNO, Sampling Ratio=0.202026.030.73
uniformBackbone=Transformer, Sampling Ratio=0.202026.030.887
loss-onlyBackbone=ConvLSTM, Sampling Ratio=0.202026.030.892
GradMatchBackbone=Transformer, Sampling Ratio=0.202026.030.893
loss-onlyBackbone=Transformer, Sampling Ratio=0.202026.030.895