Node Classification on Airport δ=1 (test)
91.1F1 Score (Test)HGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| HGCNMethod Category=Ours2019.10 | 91.1 | |
| HGCN-BMLR-PSpace=Poincaré, Backbone=HGCN2026.02 | 86.02 | |
| HGCNSpace=Poincaré, Backbone=HGCN2026.02 | 85.34 | |
| HGCN-BMLR-LSpace=Lorentz, Backbone=HGCN2026.02 | 85.27 | |
| HGCN-PBMLR-PSpace=Poincaré, Backbone=HGCN2026.02 | 85.04 | |
| HGCNSpace=Lorentz, Backbone=HGCN2026.02 | 84.94 | |
| HGCN-PMLRSpace=Poincaré, Backbone=HGCN2026.02 | 84.78 | |
| HGCN-LMLRSpace=Lorentz, Backbone=HGCN2026.02 | 82.61 | |
| SAGEMethod Category=GNN2019.10 | 82.1 | |
| GATMethod Category=GNN2019.10 | 81.5 | |
| GCNMethod Category=GNN2019.10 | 81.4 | |
| SGCMethod Category=GNN2019.10 | 80.6 | |
| HNNMethod Category=NN2019.10 | 80.5 | |
| HYPMethod Category=Shallow2019.10 | 70.2 | |
| HYP-MIXEDMethod Category=Shallow2019.10 | 69.6 | |
| MLPMethod Category=NN2019.10 | 68.6 | |
| EUC-MIXEDMethod Category=Shallow2019.10 | 68.3 | |
| EUCMethod Category=Shallow2019.10 | 60.9 |