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ResearchFormerly WizWand

Forward PDE Solving on Helmholtz (test)

0.1385Relative H1 ErrorFM4PDE
0.088840.4240450.759251.094455Feb 10, 2026Feb 27, 2026Mar 16, 2026Apr 3, 2026Apr 20, 2026May 7, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FM4PDEObservation setting=full observations, Number of steps=10002026.050.1385
sCM-PINNNFE=642026.020.233
sCMNFE=642026.020.282
sCM-PINNNFE=322026.020.287
sCMNFE=322026.020.334
sCM-PINNNFE=162026.020.376
DeepONetObservation setting=full observations2026.050.4106
sCMNFE=162026.020.431
FNOObservation setting=full observations2026.050.5164
DiffusionPDENFE=1272026.020.937
DiffusionPDENFE=632026.021.2
DiffusionPDENFE=312026.021.38