ResearchBenchmarksMaxwell's Equations Solution on Point Charge SourceMaxwell's Equations Solution on Point Charge SourceFollow4.33Relative L2 Error (Ex)MMPINN4.16245.29376.4257.5563Apr 30, 2026Evaluation resultsMethodMethodLinksRelative L2 Error (Ex)Relative L2 Error (Ey)Relative L2 Error (Hz)MMPINNAvg. Training Time=182...Avg. Training Time=182.16 min2026.044.333.912.31AW-PINNAvg. Training Time=76....Avg. Training Time=76.57 min2026.045.316.549.01W-PINNAvg. Training Time=42....Avg. Training Time=42.71 min2026.048.528.944.52