ResearchBenchmarksDiscrepancy prediction on Advection-diffusion systemDiscrepancy prediction on Advection-diffusion systemFollow0.007MAEAPIC-LNP-0.00720.088650.18450.28035Jun 2, 2026Evaluation resultsMethodMethodLinksMAELLECEAPIC-LNPAmortized=trueAmortized=true2026.060.0072.9250.209APIC-CNPAmortized=trueAmortized=true2026.060.0251.4750.17APIC-ANPAmortized=trueAmortized=true2026.060.0261.5020.173Correction-PINNAmortized=falseAmortized=false2026.060.07-3.2590.268KOH-GPAmortized=falseAmortized=false2026.060.2140.6280.382BCPIAmortized=falseAmortized=false2026.060.362-1.3360.934