Node Classification on House
77.18AccuracyHealHGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| HealHGNN2026.02 | 77.18 | |
| Deep-HGNN2026.02 | 75.26 | |
| KHGNN2026.02 | 74.31 | |
| SheafHyperGNN2026.02 | 73.84 | |
| SheafHyperGNN2026.05 | 73.8 | |
| SheafHyperGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.05 | 73.8 | |
| FrameHGNN2026.02 | 72.82 | |
| ED-HNN2026.05 | 72.5 | |
| ED-HNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.05 | 72.5 | |
| ED-HNN2026.02 | 72.45 | |
| UniGNN2026.05 | 70.9 | |
| UniGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 70.9 | |
| PhenomNN2026.02 | 70.71 | |
| MLP2026.05 | 70.4 | |
| MLPArchitecture Tier=Feature-only reference, Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 70.4 | |
| DENSNET-D2026.05 | 70.3 | |
| DENSNET-DArchitecture Tier=Density-Aware Tier (ours), Hidden dimension=128, Training Recipe=shared ANCS recipe2026.05 | 70.3 | |
| AllSetTransformer2026.02 | 69.83 | |
| HNHN2026.05 | 68.5 | |
| HNHNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 68.5 | |
| AllDeepSets2026.02 | 67.82 | |
| HNHN2026.02 | 67.8 | |
| AllDeepSets2026.05 | 67.8 | |
| AllDeepSetsArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 67.8 | |
| UniGCNII2026.02 | 67.25 | |
| HyperGCN2026.05 | 63.9 | |
| HyperGCNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 63.9 | |
| HGNN2026.05 | 62.8 | |
| HGNNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 62.8 | |
| HGNN2026.02 | 61.39 | |
| HCHA2026.02 | 61.36 | |
| HyperGCN2026.02 | 60.13 |