ResearchBenchmarks2D Diffusion-Reaction Equations Prediction on 2D Diffusion-Reaction Equations OOD (test)2D Diffusion-Reaction Equations Prediction on 2D Diffusion-Reaction Equations OOD (test)Follow0.0046RMSENOVA-0.0268160.1852420.39730.609358Jan 27, 2026Evaluation resultsMethodMethodLinksRMSEnRMSEMax ErrorcRMSEbRMSENOVAAdaptation=physics-inf...Adaptation=physics-informed zero-shot2026.010.00460.0180.0180.00350.0044U-NetModel type=purely data...Model type=purely data-driven2026.010.350.990.620.310.29FNOModel type=purely data...Model type=purely data-driven2026.010.793.12.60.430.27