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Forward PDE Solving on Heat2D_Multiscale (test)

2.07Mean L2 Relative ErrorSEA-PINN
-1.846824.591651.0377.4684Jun 18, 2026

Evaluation results

MethodLinks
SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.062.07
FNN-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.062.61
LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.0621.38
GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.0699.99