3D PDE Simulation on AhmedBody Canonical In-Distribution
0.1286WS Relative L2 ErrorTransolver
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Transolvervariant=vanilla2026.06 | 0.1286 | 0.2763 | 0.1922 | 0.0833 | 0.0159 | |
| EqGINOG=4, K=402026.06 | 0.1958 | 0.1637 | 0.1489 | 0.0581 | 0.0137 | |
| GINO2026.06 | 0.1987 | 0.1666 | 0.1454 | 0.0584 | 0.0146 | |
| EqGINO*G=2, K=322026.06 | 0.2078 | 0.1737 | 0.1513 | 0.0613 | 0.0157 | |
| MeshGraphNet2026.06 | 0.3473 | 0.3842 | 0.2416 | 0.0927 | 0.0224 | |
| PointNet2026.06 | 0.427 | 0.5119 | 0.3758 | 0.1136 | 0.0414 | |
| PointNet++2026.06 | 0.4495 | 0.5457 | 0.3699 | 0.0992 | 0.0377 | |
| PointDeepONet2026.06 | 0.7231 | 0.8906 | 0.9731 | 0.1722 | 0.0319 | |
| T-EMNN2026.06 | 0.7295 | 0.7844 | 0.8316 | 0.1674 | 0.0281 | |
| Transolver*variant=SE(3)-equivariant2026.06 | 0.7458 | 0.662 | 0.469 | 0.135 | 0.0361 | |
| EMNN2026.06 | 0.9772 | 0.9309 | 0.9256 | 0.1751 | 0.0319 | |
| EGNN2026.06 | 0.995 | 0.9184 | 1.0231 | 0.1797 | 0.0339 |