List your company

Forward PDE Solving on HeatND (test)

0.0003Mean L2RESEA-PINN
-0.0138080.0814210.176650.271879Jun 18, 2026

Evaluation results

MethodLinks
SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=4x2026.060.0003
FNN-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=4x2026.060.0009
LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=4x2026.060.0033
GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=4x2026.060.353