Node Classification on Cora-CA
85.85Mean AccuracyHyperSheaflets
Evaluation Results
| Method | Links | |
|---|---|---|
| HyperSheafletsRank=52026.04 | 85.85 | |
| SheafHyperGNN2026.05 | 85.5 | |
| SheafHyperGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.05 | 85.5 | |
| HND-LRank=12026.04 | 85.49 | |
| HND-NLRank=22026.04 | 85.44 | |
| RFHNDRank=12026.03 | 85.4 | |
| FrameHGNNRank=22026.03 | 85.18 | |
| FrameHGNNRank=42026.04 | 85.18 | |
| HyperUFGRank=32026.04 | 85.18 | |
| KHGNNRank=42026.03 | 84.25 | |
| KHGNNRank=72026.04 | 84.25 | |
| ED-HNN2026.05 | 84 | |
| ED-HNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.05 | 84 | |
| ED-HNNRank=32026.03 | 83.97 | |
| ED-HNNRank=62026.04 | 83.97 | |
| AllSetTransformerRank=52026.03 | 83.63 | |
| AllSetTransformerRank=82026.04 | 83.63 | |
| UniGCNIIRank=62026.03 | 83.6 | |
| UniGCNIIRank=92026.04 | 83.6 | |
| UniGNN2026.05 | 82.9 | |
| UniGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 82.9 | |
| HyperGINERank=112026.03 | 82.88 | |
| HyperGINERank=102026.04 | 82.88 | |
| HGNNRank=82026.03 | 82.64 | |
| HGNNRank=122026.04 | 82.64 | |
| HNSDRank=112026.04 | 82.58 | |
| HCHARank=112026.03 | 82.55 | |
| HCHARank=142026.04 | 82.55 | |
| AllDeepSetsRank=102026.03 | 81.97 | |
| AllDeepSetsRank=132026.04 | 81.97 | |
| HANRank=92026.03 | 81.71 | |
| HANRank=132026.04 | 81.71 | |
| DENSNET-D2026.05 | 81.2 | |
| DENSNET-DArchitecture Tier=Density-Aware Tier (ours), Hidden dimension=128, Training Recipe=shared ANCS recipe2026.05 | 81.2 | |
| AllDeepSets2026.05 | 80.6 | |
| AllDeepSetsArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 80.6 | |
| HyperGCNRank=132026.03 | 79.48 | |
| HyperGCNRank=162026.04 | 79.48 | |
| HNHNRank=122026.03 | 77.19 | |
| HNHNRank=152026.04 | 77.19 | |
| HGNN2026.05 | 76.8 | |
| HGNNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 76.8 | |
| HNHN2026.05 | 76.6 | |
| HNHNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 76.6 | |
| MLP2026.05 | 74.6 | |
| MLPArchitecture Tier=Feature-only reference, Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 74.6 | |
| HyperGCN2026.05 | 74.3 | |
| HyperGCNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 74.3 |