PDE Surrogate Modeling on AirfRANS Unseen Reynolds Numbers
0.2789VolumeMeshGraphNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MeshGraphNet2025.12 | 0.2789 | 0.2382 | 1.7718 | 0.7631 | |
| SAOT2025.12 | 0.1032 | 0.1193 | 0.4242 | 0.9764 | |
| GINO2025.12 | 0.0839 | 0.1825 | 0.418 | 0.9645 | |
| PointNet2025.12 | 0.0838 | 0.1403 | 0.3836 | 0.9806 | |
| GNO2025.12 | 0.0833 | 0.1562 | 0.4408 | 0.9878 | |
| GraphSAGE2025.12 | 0.0798 | 0.1254 | 0.4333 | 0.9707 | |
| Simple MLP2025.12 | 0.0669 | 0.1153 | 0.6205 | 0.9578 | |
| Graph U-Net2025.12 | 0.0538 | 0.1168 | 0.4664 | 0.9645 | |
| Galerkin2025.12 | 0.033 | 0.0972 | 0.4615 | 0.9826 | |
| GNOT2025.12 | 0.0305 | 0.0959 | 0.3268 | 0.9865 | |
| Transolver2025.12 | 0.0234 | 0.0341 | 0.3042 | 0.9899 | |
| PGOT2025.12 | 0.0203 | 0.0293 | 0.2942 | 0.9923 |