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Solving Partial Differential Equations on 1D Heat Equation alpha1=1.0, alpha2=2.0, s=10.0 35 (test)

0eLossCGMPINN
-0.0006160.0036460.0079080.01217May 19, 2026

Evaluation results

MethodLinks
CGMPINNCPU (s)=1430.02026.0500.00040.00040.0029
LNN-PINNCPU (s)=2333.22026.0500.0010.00080.0108
PINNCPU (s)=1342.82026.0500.00150.00130.0193
STAR-PINNCPU (s)=1776.62026.050.00010.00160.00140.0188
gPINNCPU (s)=5331.72026.050.00020.00310.00270.0341
lbPINNCPU (s)=1134.12026.050.01580.00320.00280.0344