ResearchBenchmarksSolving Partial Differential Equations on 1D Advection-Diffusion Equation (a=1.0, ν=10⁻²) (test)Solving Partial Differential Equations on 1D Advection-Diffusion Equation (a=1.0, ν=10⁻²) (test)Follow0eLossCGMPINN-0.0001090.0006360.0013810.002126May 19, 2026Evaluation resultsMethodMethodLinkseLosse2Relative L2 ErrorL-inf ErrorCGMPINNCPU (s)=532.4CPU (s)=532.42026.0500.00030.00040.0007STAR-PINNCPU (s)=623.6CPU (s)=623.62026.0500.00040.00070.0016PINNCPU (s)=446.6CPU (s)=446.62026.0500.00070.00110.0021gPINNCPU (s)=1885.6CPU (s)=1885.62026.0500.00060.00080.0014LNN-PINNCPU (s)=678.6CPU (s)=678.62026.0500.00080.00120.0028lbPINNCPU (s)=2018.2CPU (s)=2018.22026.050.00280.00040.00070.0012