Aerodynamic simulation on AirfRANS (test) benchmark leaderboard · SOTA2 Research

Aerodynamic simulation on AirfRANS (test)

0.0011Volume MSELinearNO

Evaluation Results

Method	Links
LinearNO2026.04		0.0011	0.0077	4.91	0.9992
Ours (LRSA)2026.04		0.0011	0.001	3.96	0.9997
Transolver2026.04		0.0023	0.0085	12.3	0.9978
PGOT2025.12		0.0025	0.0024	7.66	0.999
Transolver2025.12		0.0037	0.0142	10.3	0.9978
SAOT2025.12		0.0038	0.0128	8.72	0.9983
GNOT2025.12		0.0049	0.0152	19.92	0.9942
Galerkin2025.12		0.0074	0.0159	23.36	0.9951
Graph U-Net2025.12		0.0076	0.0144	16.77	0.9949
GraphUNet2026.04		0.0076	0.0144	16.77	0.9949
Simple MLP2025.12		0.0081	0.02	21.08	0.9932
GraphSAGE2025.12		0.0087	0.0184	14.76	0.9964
GraphSAGE2026.04		0.0087	0.0184	14.76	0.9964
MeshGraphNet2025.12		0.0214	0.0387	22.52	0.9945
MeshGraphNet2026.04		0.0214	0.0387	22.52	0.9945
LNO2026.04		0.0214	0.0268	14.8	0.9744
PointNet2025.12		0.0253	0.0996	19.73	0.9919
GNO2025.12		0.0269	0.0405	20.16	0.9938
GNO2026.04		0.0269	0.0405	20.16	0.9938
GINO2025.12		0.0297	0.0482	18.21	0.9958
Geo-FNO2025.12		0.0361	0.0301	61.61	0.9257
GEO-FNO2026.04		0.0361	0.0301	61.61	0.9257