3D PDE Modeling on ShapeNet Rotated Continuous
15.6Relative L2 Error (Pressure)EqGINO
Evaluation Results
| Method | Links | |
|---|---|---|
| EqGINOEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 15.6 | |
| EqGINO*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 16.58 | |
| T-EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 17.95 | |
| GINOEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 18.13 | |
| PointNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 23.66 | |
| PointNet++Equivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 24.17 | |
| EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 25.22 | |
| TransolverEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 33.47 | |
| PointDeepONetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 33.75 | |
| MeshGraphNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 58.42 | |
| EGNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 65.43 | |
| Transolver*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 92.73 |