Link Prediction on CORA δ = 11 (test)
93.7ROC AUCGAT
Evaluation results
| Method | Links | |
|---|---|---|
| GATMethod Category=GNN2019.10 | 93.7 | |
| HGCNMethod Category=Ours2019.10 | 92.9 | |
| BFC-LSpace=L^n_K, Methodology=Busemann2026.02 | 92.28 | |
| Lorentz FCSpace=L^n_K, Methodology=Ambient Minkowski2026.02 | 92.06 | |
| BFC-PSpace=P^n_K, Methodology=Busemann2026.02 | 91.94 | |
| SGCMethod Category=GNN2019.10 | 91.5 | |
| MöbiusSpace=P^n_K, Methodology=Tangent2026.02 | 90.8 | |
| GCNMethod Category=GNN2019.10 | 90.4 | |
| LTFCSpace=L^n_K, Methodology=Tangent2026.02 | 89.37 | |
| HNNMethod Category=NN2019.10 | 89 | |
| Poincaré FCSpace=P^n_K, Methodology=Poincaré geometry2026.02 | 88.21 | |
| HYPMethod Category=Shallow2019.10 | 87.6 | |
| HYP-MIXEDMethod Category=Shallow2019.10 | 85.6 | |
| SAGEMethod Category=GNN2019.10 | 85.5 | |
| EUC-MIXEDMethod Category=Shallow2019.10 | 84.4 | |
| MLPMethod Category=NN2019.10 | 83.1 | |
| EUCMethod Category=Shallow2019.10 | 82.5 |