ResearchBenchmarksReconstruction on Advection-diffusion systemReconstruction on Advection-diffusion systemFollow0.01MAEAPIC-LNP0.005280.037140.0690.10086Jun 2, 2026Evaluation resultsMethodMethodLinksMAELog-Likelihood (LL)ECEAPIC-LNPAmortized=trueAmortized=true2026.060.012.7136.4Correction-PINNAmortized=falseAmortized=false2026.060.021-1.55213.6BCPIAmortized=falseAmortized=false2026.060.0310.93389.6APIC-ANPAmortized=trueAmortized=true2026.060.0531.1834.3APIC-CNPAmortized=trueAmortized=true2026.060.0541.1774.1KOH-GPAmortized=falseAmortized=false2026.060.1280.27642