Link Prediction on AIRPORT δ = 1 (test)
0.964ROC AUCHGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| HGCNMethod Category=Ours2019.10 | 0.964 | |
| BFC-LSpace=L^n_K, Methodology=Busemann2026.02 | 0.9537 | |
| BFC-PSpace=P^n_K, Methodology=Busemann2026.02 | 0.9488 | |
| HYPMethod Category=Shallow2019.10 | 0.945 | |
| Poincaré FCSpace=P^n_K, Methodology=Poincaré geometry2026.02 | 0.9431 | |
| MöbiusSpace=P^n_K, Methodology=Tangent2026.02 | 0.9331 | |
| HYP-MIXEDMethod Category=Shallow2019.10 | 0.933 | |
| Lorentz FCSpace=L^n_K, Methodology=Ambient Minkowski2026.02 | 0.9299 | |
| LTFCSpace=L^n_K, Methodology=Tangent2026.02 | 0.9268 | |
| EUCMethod Category=Shallow2019.10 | 0.92 | |
| EUC-MIXEDMethod Category=Shallow2019.10 | 0.915 | |
| HNNMethod Category=NN2019.10 | 0.908 | |
| GATMethod Category=GNN2019.10 | 0.905 | |
| SAGEMethod Category=GNN2019.10 | 0.904 | |
| MLPMethod Category=NN2019.10 | 0.898 | |
| SGCMethod Category=GNN2019.10 | 0.898 | |
| GCNMethod Category=GNN2019.10 | 0.893 |