3D PDE Simulation on ShapeNet In-Distribution (Canonical)
0.1194Relative L2 Error (Pressure)Transolver
Evaluation Results
| Method | Links | |
|---|---|---|
| Transolvervariant=vanilla2026.06 | 0.1194 | |
| PointNet2026.06 | 0.1433 | |
| PointNet++2026.06 | 0.157 | |
| GINO2026.06 | 0.161 | |
| EqGINOG=4, K=402026.06 | 0.1773 | |
| T-EMNN2026.06 | 0.1831 | |
| EqGINO*G=2, K=322026.06 | 0.1878 | |
| PointDeepONet2026.06 | 0.2015 | |
| EMNN2026.06 | 0.2509 | |
| MeshGraphNet2026.06 | 0.6291 | |
| EGNN2026.06 | 0.707 | |
| Transolver*variant=SE(3)-equivariant2026.06 | 0.9295 |