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 |