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Benchmarks
PDE solving on 1D Convection-Diffusion
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0
MSE
GC-PINN
-0.00001
0.000056
0.000122
0.000187
Feb 18, 2026
MSE
Rel L2 Error
Rel H1 Error
Updated 4d ago
Evaluation Results
Method
Method
Links
MSE
Rel L2 Error
Rel H1 Error
GC-PINN
Mapping=Local Stretching
2026.02
0
0.0003
0.0007
SA-PINN
2026.02
0
0.0009
0.0011
FF-PINN
2026.02
0
0.0012
0.0005
PINN+RAR
2026.02
0
0.0015
0.0011
GC-PINN
Mapping=Torus Mapping
2026.02
0
0.002
0.0022
GC-PINN
Mapping=Radial Mapping
2026.02
0
0.0025
0.0036
gPINN
2026.02
0.0002
0.014
0.0157
PINN
2026.02
0.0002
0.0156
0.0157
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