ResearchBenchmarksReactor Modeling on Isothermal Batch Reactor with Reversible Reactions (minimal)Reactor Modeling on Isothermal Batch Reactor with Reversible Reactions (minimal)Follow0.0474Mean ViolationCPNN0.0442160.0657080.08720.108692Jun 19, 2026Evaluation resultsMethodMethodLinksMean ViolationMSECoverage WidthCoverage RatioCRPSCPNN2026.060.04740.00160.1240.9660.0195PINN2026.060.09040.01040.69410.0581ANN2026.060.1270.0140.590.7230.0745