PDE Surrogate Modeling on AirfRANS (Unseen Angles of Attack)
0.4902VolumeMeshGraphNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MeshGraphNet2025.12 | 0.4902 | 1.1071 | 0.6525 | 0.8927 | |
| PointNet2025.12 | 0.2021 | 0.4649 | 0.4425 | 0.9784 | |
| GNO2025.12 | 0.1626 | 0.2359 | 0.3038 | 0.9884 | |
| GINO2025.12 | 0.1589 | 0.2469 | 0.2583 | 0.9923 | |
| Simple MLP2025.12 | 0.1309 | 0.3311 | 0.4128 | 0.9572 | |
| GraphSAGE2025.12 | 0.1192 | 0.2359 | 0.2538 | 0.9894 | |
| Graph U-Net2025.12 | 0.0979 | 0.2391 | 0.3756 | 0.9816 | |
| SAOT2025.12 | 0.0748 | 0.2744 | 0.2925 | 0.9888 | |
| Galerkin2025.12 | 0.0577 | 0.2773 | 0.3814 | 0.9821 | |
| GNOT2025.12 | 0.0471 | 0.3466 | 0.3497 | 0.9868 | |
| Transolver2025.12 | 0.0454 | 0.2279 | 0.1503 | 0.9948 | |
| PGOT2025.12 | 0.0348 | 0.2203 | 0.1742 | 0.9952 |