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Fluid Dynamics Prediction on Shape-Net Car

0.096Pressure L2 ErrorGLNO
0.0703760.2433380.41630.589262Dec 18, 2025

Evaluation results

MethodLinks
GLNO2025.120.0960.1037
AMG2025.120.09780.0919
GKNO2025.120.10430.1064
GLNO w/o σAblation=without the non-periodic basis components2025.120.10560.1452
Transolver2025.120.10980.121
GNOT2025.120.11090.1206
Sp2GNO2025.120.11970.1056
FNO2025.120.12720.1473
Geo-FNO2025.120.12780.1213
U-Net2025.120.14360.1267
MLP2025.120.2790.1293
GINO2025.120.7360.2563
LSM2025.120.73660.2582