ResearchBenchmarksOperator Learning (Poisson-Boltzmann Equation) on Poisson-Boltzmann k=100 (test)Follow0.0242Relative L2 ErrorLNF-NO0.0211280.0418640.06260.083336Mar 25, 2026Evaluation ResultsMethodMethodLinksRelative L2 ErrorLNF-NO#Params=7,069,300, Epo...#Params=7,069,300, Epochs=500, Training Time (s)=436.572026.030.0242DeepONet#Params=1,024,513, Epo...#Params=1,024,513, Epochs=5000, Training Time (s)=2280.092026.030.101FNO#Params=11,138,266, Ep...#Params=11,138,266, Epochs=500, Training Time (s)=3735.932026.030.101