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ResearchFormerly WizWand

3D PDE Modeling on ShapeNet Rotated Continuous

15.6Relative L2 Error (Pressure)EqGINO
12.514833.339954.16574.9901Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EqGINOEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0615.6
EqGINO*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0616.58
T-EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0617.95
GINOEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0618.13
PointNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0623.66
PointNet++Equivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0624.17
EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0625.22
TransolverEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0633.47
PointDeepONetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0633.75
MeshGraphNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0658.42
EGNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0665.43
Transolver*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.0692.73