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Benchmarks
Solving 1D Poisson Equation (alpha1=5.0, alpha2=3.0, s=20.0) (test)
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0.001
eLoss
CGMPINN
-0.117002
0.679239
1.47548
2.271721
May 19, 2026
eLoss
L2 Error
Relative L2 Error
L-infinity Error
CPU Time (s)
Updated 14d ago
Evaluation Results
Method
Method
Links
eLoss
L2 Error
Relative L2 Error
L-infinity Error
CPU Time (s)
CGMPINN
Optimizer=Adam→L-BFGS,...
2026.05
0.001
0.0002
0.0002
0.0004
895.9
PINN
Optimizer=Adam→L-BFGS,...
2026.05
0.0019
0.0088
0.0082
0.0092
1,018.2
LNN-PINN
Optimizer=Adam→L-BFGS,...
2026.05
0.0023
0.0005
0.0004
0.0008
1,422
STAR-PINN
Optimizer=Adam→L-BFGS,...
2026.05
0.0687
0.0012
0.0011
0.0021
1,332.4
gPINN
Optimizer=Adam→L-BFGS,...
2026.05
0.102
0.0188
0.0174
0.0247
5,711.8
lbPINN
Optimizer=Adam→L-BFGS,...
2026.05
2.95
4.57
4.22
7.88
1,205.6
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