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Forward PDE solving on Darcy

0.25Relative L2 ErrorSpatio-Temporal MeanFlow
-0.3923.94158.27512.6085May 9, 2026

Evaluation results

MethodLinks
Spatio-Temporal MeanFlowSolver Category=Ours2026.050.25
FNOSolver Category=Neural operator2026.050.46
PBFMSolver Category=Generative PDE2026.050.62
Rectified FlowSolver Category=Generative PDE2026.050.71
DeepONetSolver Category=Neural operator2026.052.92
DiffusionPDESolver Category=Generative PDE2026.055.48
I-PINNSolver Category=Physics-informed coordinate-based2026.058.41
PINNSolver Category=Physics-informed coordinate-based2026.0515.98
PINOSolver Category=Neural operator2026.0516.3