List your company
ResearchFormerly WizWand

Node Classification on Senate

92.7AccuracyAllDeepSets
46.388858.411970.43582.4581Feb 28, 2026Mar 12, 2026Mar 24, 2026Apr 6, 2026Apr 18, 2026Apr 30, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AllDeepSets2026.0592.7
DENSNET-D2026.0592.7
AllDeepSetsArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0592.7
DENSNET-DArchitecture Tier=Density-Aware Tier (ours), Hidden dimension=128, Training Recipe=shared ANCS recipe2026.0592.7
HGNN2026.0587.6
HGNNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0587.6
HNHN2026.0579.6
HNHNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0579.6
UniGNN2026.0578.8
UniGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0578.8
HealHGNN2026.0276.06
KHGNN2026.0271.23
AllSetTransformer2026.0269.33
SheafHyperGNN2026.0268.73
Deep-HGNN2026.0268.39
PhenomNN2026.0267.7
FrameHGNN2026.0267.61
ED-HNN2026.0264.79
MLP2026.0561.2
MLPArchitecture Tier=Feature-only reference, Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0561.2
HyperGCN2026.0555.4
HyperGCNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0555.4
HNHN2026.0250.93
HyperGCN2026.0250.13
UniGCNII2026.0249.3
HCHA2026.0248.62
HGNN2026.0248.59
AllDeepSets2026.0248.17