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Solving Partial Differential Equations on 1D Heat Equation alpha1=1.0, alpha2=2.0, s=10.0 35 (test)
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0
eLoss
CGMPINN
-0.000616
0.003646
0.007908
0.01217
May 19, 2026
eLoss
L2 Error
Relative L2 Error
L-infinity Error
Updated 14d ago
Evaluation Results
Method
Method
Links
eLoss
L2 Error
Relative L2 Error
L-infinity Error
CGMPINN
CPU (s)=1430.0
2026.05
0
0.0004
0.0004
0.0029
LNN-PINN
CPU (s)=2333.2
2026.05
0
0.001
0.0008
0.0108
PINN
CPU (s)=1342.8
2026.05
0
0.0015
0.0013
0.0193
STAR-PINN
CPU (s)=1776.6
2026.05
0.0001
0.0016
0.0014
0.0188
gPINN
CPU (s)=5331.7
2026.05
0.0002
0.0031
0.0027
0.0341
lbPINN
CPU (s)=1134.1
2026.05
0.0158
0.0032
0.0028
0.0344
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