ResearchBenchmarksReactor Modeling on Non-Isothermal Batch Reactor with Irreversible Reactions LargeReactor Modeling on Non-Isothermal Batch Reactor with Irreversible Reactions LargeFollow0.0144Mean ViolationANN0.014380.0145150.014650.014785Jun 19, 2026Evaluation resultsMethodMethodLinksMean ViolationMSECoverage WidthCoverage RatioCRPSANN2026.060.01440.00010.076799.70.0064CPNN2026.060.01490.00010.081299.80.0066PINN2026.060.01490.00010.077799.70.0066