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ResearchFormerly WizWand

Forward PDE Solving on Darcy Flow (test)

0.105Relative H1 ErrorsCM-PINN
-1.4749.1842519.842530.50075Feb 10, 2026Feb 27, 2026Mar 16, 2026Apr 3, 2026Apr 20, 2026May 7, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
sCM-PINNNFE=642026.020.105
sCM-PINNNFE=322026.020.108
sCM-PINNNFE=162026.020.11
sCMNFE=642026.020.181
sCMNFE=322026.020.192
sCMNFE=162026.020.2
DiffusionPDENFE=1272026.020.349
DiffusionPDENFE=632026.020.418
DiffusionPDENFE=312026.020.637
FM4PDEObservation setting=full observations, Number of steps=10002026.051.33
FNOObservation setting=full observations2026.053.62
DeepONetObservation setting=full observations2026.0539.58