ResearchBenchmarksReactor Modeling on Isothermal Batch Reactor with Reversible Reactions (Large)Reactor Modeling on Isothermal Batch Reactor with Reversible Reactions (Large)Follow0.0164Mean ViolationPINN0.0162720.0171360.0180.018864Jun 19, 2026Evaluation resultsMethodMethodLinksMean ViolationMSECoverage WidthCoverage RatioCRPSPINN2026.060.01640.00010.060287.80.0061ANN2026.060.01670.00010.0605960.0061CPNN2026.060.01960.00020.061199.30.0063