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ResearchFormerly WizWand

Node Classification on House

77.18AccuracyHealHGNN
59.44864.051568.65573.2585Feb 28, 2026Mar 12, 2026Mar 24, 2026Apr 6, 2026Apr 18, 2026Apr 30, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HealHGNN2026.0277.18
Deep-HGNN2026.0275.26
KHGNN2026.0274.31
SheafHyperGNN2026.0273.84
SheafHyperGNN2026.0573.8
SheafHyperGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.0573.8
FrameHGNN2026.0272.82
ED-HNN2026.0572.5
ED-HNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.0572.5
ED-HNN2026.0272.45
UniGNN2026.0570.9
UniGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0570.9
PhenomNN2026.0270.71
MLP2026.0570.4
MLPArchitecture Tier=Feature-only reference, Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0570.4
DENSNET-D2026.0570.3
DENSNET-DArchitecture Tier=Density-Aware Tier (ours), Hidden dimension=128, Training Recipe=shared ANCS recipe2026.0570.3
AllSetTransformer2026.0269.83
HNHN2026.0568.5
HNHNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0568.5
AllDeepSets2026.0267.82
HNHN2026.0267.8
AllDeepSets2026.0567.8
AllDeepSetsArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0567.8
UniGCNII2026.0267.25
HyperGCN2026.0563.9
HyperGCNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0563.9
HGNN2026.0562.8
HGNNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0562.8
HGNN2026.0261.39
HCHA2026.0261.36
HyperGCN2026.0260.13