ResearchBenchmarks2D diffusion-reaction equations prediction on 2D diffusion-reaction equations T (test_id)2D diffusion-reaction equations prediction on 2D diffusion-reaction equations T (test_id)Follow0.0029RMSENOVA-0.0045840.0459330.096450.146967Jan 27, 2026Evaluation resultsMethodMethodLinksRMSEnRMSEMax ErrorcRMSEbRMSENOVAAdaptation=physics-inf...Adaptation=physics-informed zero-shot2026.010.00290.0340.0740.00020.0096FNOModel type=purely data...Model type=purely data-driven2026.010.00810.120.0910.00170.027U-NetModel type=purely data...Model type=purely data-driven2026.010.0610.840.190.0390.078MLP-PINN2026.010.191.60.50.130.22