ResearchBenchmarksReactor Modeling on Isothermal Batch Reactor with Reversible Reactions MediumReactor Modeling on Isothermal Batch Reactor with Reversible Reactions MediumFollow0.0164Mean ViolationCPNN0.0163720.0165610.016750.016939Jun 19, 2026Evaluation resultsMethodMethodLinksMean ViolationMSECoverage WidthCoverage RatioCRPSCPNN2026.060.01640.00020.062499.30.0064ANN2026.060.01660.00020.062489.30.0063PINN2026.060.01710.00020.062789.30.0065