ResearchBenchmarksParameter estimation on Advection-diffusion systemParameter estimation on Advection-diffusion systemFollow0.004Kappa MAEAPIC-LNP-0.030440.202030.43450.66697Jun 2, 2026Evaluation resultsMethodMethodLinksKappa MAEv MAEAPIC-LNPAmortized=trueAmortized=true2026.060.0040.059APIC-CNPAmortized=trueAmortized=true2026.060.0190.371APIC-ANPAmortized=trueAmortized=true2026.060.0190.361BCPIAmortized=falseAmortized=false2026.060.020.39Correction-PINNAmortized=falseAmortized=false2026.060.0210.121KOH-GPAmortized=falseAmortized=false2026.060.8650.759