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ResearchFormerly WizWand

3D PDE Modeling on DeepJEB Rotated Continuous

0.1553Relative L2 Error (Deflation)EqGINO*
0.1280120.3122060.49640.680594Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EqGINO*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.15530.3693
GINOEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.15840.4197
EqGINOEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.16210.3668
PointNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.21440.3895
TransolverEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.21690.3658
PointNet++Equivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.27060.4397
T-EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.30450.4244
PointDeepONetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.37440.7615
Transolver*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.40140.5123
MeshGraphNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.50970.5143
EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.81820.6553
EGNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.060.83750.5923