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Solving Partial Differential Equations on 1D Advection-Diffusion Equation (a=1.0, ν=10⁻²) (test)
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0
eLoss
CGMPINN
-0.000109
0.000636
0.001381
0.002126
May 19, 2026
eLoss
e2
Relative L2 Error
L-inf Error
Updated 14d ago
Evaluation Results
Method
Method
Links
eLoss
e2
Relative L2 Error
L-inf Error
CGMPINN
CPU (s)=532.4
2026.05
0
0.0003
0.0004
0.0007
STAR-PINN
CPU (s)=623.6
2026.05
0
0.0004
0.0007
0.0016
PINN
CPU (s)=446.6
2026.05
0
0.0007
0.0011
0.0021
gPINN
CPU (s)=1885.6
2026.05
0
0.0006
0.0008
0.0014
LNN-PINN
CPU (s)=678.6
2026.05
0
0.0008
0.0012
0.0028
lbPINN
CPU (s)=2018.2
2026.05
0.0028
0.0004
0.0007
0.0012
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