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Inverse PDE Solving on HeatInv (test)

0.1327Mean L2 Relative ErrorSEA-PINN
0.0941320.3544660.61480.875134Jun 18, 2026

Evaluation results

MethodLinks
SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.1327
LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.3589
GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.061.0396
FNN-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.061.0969