ResearchBenchmarksReactor Modeling on Isothermal Batch Reactor with Reversible Reactions (Small)Reactor Modeling on Isothermal Batch Reactor with Reversible Reactions (Small)Follow0.0285Mean ViolationCPNN0.0278280.0323640.03690.041436Jun 19, 2026Evaluation resultsMethodMethodLinksMean ViolationMSECoverage WidthCoverage RatioCRPSCPNN2026.060.02850.00030.085194.90.009PINN2026.060.03130.00030.08589.50.0095ANN2026.060.04530.00060.14799.70.0142