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ResearchFormerly WizWand

Node Classification on Cora-CA

85.85Mean AccuracyHyperSheaflets
73.83876.956580.07583.1935Mar 16, 2026Mar 25, 2026Apr 4, 2026Apr 14, 2026Apr 23, 2026May 3, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HyperSheafletsRank=52026.0485.85
SheafHyperGNN2026.0585.5
SheafHyperGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.0585.5
HND-LRank=12026.0485.49
HND-NLRank=22026.0485.44
RFHNDRank=12026.0385.4
FrameHGNNRank=22026.0385.18
FrameHGNNRank=42026.0485.18
HyperUFGRank=32026.0485.18
KHGNNRank=42026.0384.25
KHGNNRank=72026.0484.25
ED-HNN2026.0584
ED-HNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.0584
ED-HNNRank=32026.0383.97
ED-HNNRank=62026.0483.97
AllSetTransformerRank=52026.0383.63
AllSetTransformerRank=82026.0483.63
UniGCNIIRank=62026.0383.6
UniGCNIIRank=92026.0483.6
UniGNN2026.0582.9
UniGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0582.9
HyperGINERank=112026.0382.88
HyperGINERank=102026.0482.88
HGNNRank=82026.0382.64
HGNNRank=122026.0482.64
HNSDRank=112026.0482.58
HCHARank=112026.0382.55
HCHARank=142026.0482.55
AllDeepSetsRank=102026.0381.97
AllDeepSetsRank=132026.0481.97
HANRank=92026.0381.71
HANRank=132026.0481.71
DENSNET-D2026.0581.2
DENSNET-DArchitecture Tier=Density-Aware Tier (ours), Hidden dimension=128, Training Recipe=shared ANCS recipe2026.0581.2
AllDeepSets2026.0580.6
AllDeepSetsArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0580.6
HyperGCNRank=132026.0379.48
HyperGCNRank=162026.0479.48
HNHNRank=122026.0377.19
HNHNRank=152026.0477.19
HGNN2026.0576.8
HGNNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0576.8
HNHN2026.0576.6
HNHNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0576.6
MLP2026.0574.6
MLPArchitecture Tier=Feature-only reference, Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0574.6
HyperGCN2026.0574.3
HyperGCNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.0574.3