ResearchBenchmarksOperator Learning (Poisson-Boltzmann Equation) on Poisson-Boltzmann k=0.01 (test)Follow0.0183Relative L2 ErrorLNF-NO0.0165360.0284430.040350.052257Mar 25, 2026Evaluation ResultsMethodMethodLinksRelative L2 ErrorLNF-NO#Params=7,069,300, Epo...#Params=7,069,300, Epochs=500, Training Time (s)=433.812026.030.0183DeepONet#Params=1,024,513, Epo...#Params=1,024,513, Epochs=5000, Training Time (s)=1821.462026.030.0572FNO#Params=11,138,266, Ep...#Params=11,138,266, Epochs=500, Training Time (s)=3747.642026.030.0624