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Forward PDE Solving on Heat2D ComplexGeometry (test)

0.0217Mean L2 Reconstruction ErrorFNN-PINN
-0.0007480.1507760.30230.453824Jun 18, 2026

Evaluation results

MethodLinks
FNN-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.0217
SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.1124
LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.3537
GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.5829