ResearchBenchmarksPDE solving on 1D Convection-DiffusionPDE solving on 1D Convection-DiffusionFollow0MSEGC-PINN-0.000010.0000560.0001220.000187Feb 18, 2026Evaluation resultsMethodMethodLinksMSERel L2 ErrorRel H1 ErrorGC-PINNMapping=Local StretchingMapping=Local Stretching2026.0200.00030.0007SA-PINN2026.0200.00090.0011FF-PINN2026.0200.00120.0005PINN+RAR2026.0200.00150.0011GC-PINNMapping=Torus MappingMapping=Torus Mapping2026.0200.0020.0022GC-PINNMapping=Radial MappingMapping=Radial Mapping2026.0200.00250.0036gPINN2026.020.00020.0140.0157PINN2026.020.00020.01560.0157