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ResearchFormerly WizWand

PDE Solving on Darcy Flow 128x128 resolution

6.19Relative L2 ErrorQuadNorm
5.94367.60689.2710.9332May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
QuadNormArchitecture=FNO, Training Resolution=32^22026.056.19
QuadNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.056.6
QuadNormArchitecture=Galerkin, Training Resolution=32^22026.058.4
BlendQuadNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.059.24
LayerNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.059.62
BlendQuadNormArchitecture=FNO, Training Resolution=32^22026.059.76
GroupNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.059.82
LayerNormArchitecture=FNO, Training Resolution=32^22026.059.9
BlendQuadNorm, α = 0.1Architecture=FNO, Training Resolution=32^22026.059.92
RMSNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.0510.13
InstanceNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.0510.49
NoneArchitecture=FNO, Training Resolution=32^22026.0510.82
BlendQuadNorm, α = 0.1Architecture=Galerkin, Training Resolution=32^22026.0511.09
BlendQuadNormArchitecture=Galerkin, Training Resolution=32^22026.0511.13
NoneTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.0511.15
LayerNormArchitecture=Galerkin, Training Resolution=32^22026.0511.4
NoneArchitecture=Galerkin, Training Resolution=32^22026.0512.35