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ResearchFormerly WizWand

3D PDE Simulation on ShapeNet In-Distribution (Canonical)

0.1194Relative L2 Error (Pressure)Transolver
0.0869960.3057230.524450.743177Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Transolvervariant=vanilla2026.060.1194
PointNet2026.060.1433
PointNet++2026.060.157
GINO2026.060.161
EqGINOG=4, K=402026.060.1773
T-EMNN2026.060.1831
EqGINO*G=2, K=322026.060.1878
PointDeepONet2026.060.2015
EMNN2026.060.2509
MeshGraphNet2026.060.6291
EGNN2026.060.707
Transolver*variant=SE(3)-equivariant2026.060.9295