3D PDE Modeling on DeepJEB Rotated Continuous
0.1553Relative L2 Error (Deflation)EqGINO*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EqGINO*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.1553 | 0.3693 | |
| GINOEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.1584 | 0.4197 | |
| EqGINOEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.1621 | 0.3668 | |
| PointNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.2144 | 0.3895 | |
| TransolverEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.2169 | 0.3658 | |
| PointNet++Equivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.2706 | 0.4397 | |
| T-EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.3045 | 0.4244 | |
| PointDeepONetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.3744 | 0.7615 | |
| Transolver*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.4014 | 0.5123 | |
| MeshGraphNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.5097 | 0.5143 | |
| EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.8182 | 0.6553 | |
| EGNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 0.8375 | 0.5923 |