ResearchBenchmarksFluid flow prediction on IWP TPMS channelFluid flow prediction on IWP TPMS channelFollow0.0255MSE (|u|)MUSA-PINN-0.226981.477263.18154.88574Mar 9, 2026Evaluation resultsMethodMethodLinksMSE (|u|)Relative L2 (|u|)MSE (p)Relative L2 (p)MUSA-PINNReference=OursReference=Ours2026.030.02556.1296.464536.37MDPINN-GDReference=NeurIPS' 2025Reference=NeurIPS' 20252026.035.895193.02686.523197.02CoPINNReference=ICML' 2025Reference=ICML' 20252026.036.112594.72752.9209101.6PINN-PEReference=-Reference=-2026.036.13694.49754.1458101.69RoPINNReference=NeurIPS' 2024Reference=NeurIPS' 20242026.036.337596.45759.8746102.07