ResearchBenchmarksFluid flow prediction on Gyroid (G) TPMS channelFluid flow prediction on Gyroid (G) TPMS channelFollow0.0119MSE (|u|)MUSA-PINN-0.0757920.5161291.108051.699971Mar 9, 2026Evaluation resultsMethodMethodLinksMSE (|u|)Relative L2 Error (|u|)MSE (p)Relative L2 Error (p)MUSA-PINNReference=OursReference=Ours2026.030.01196.132.390612.97MDPINN-GDReference=NeurIPS' 2025Reference=NeurIPS' 20252026.030.645745.0314.532531.98RoPINNReference=NeurIPS' 2024Reference=NeurIPS' 20242026.031.749274.11135.909497.8CoPINNReference=ICML' 2025Reference=ICML' 20252026.032.199283.1105.594386.21PINN-PEReference=-Reference=-2026.032.204283.19105.606786.21