Link Prediction on DISEASE δ = 0 (test)
90.8ROC AUCHGCN
Evaluation results
| Method | Links | |
|---|---|---|
| HGCNMethod Category=Ours2019.10 | 90.8 | |
| BFC-PSpace=P^n_K, Methodology=Busemann2026.02 | 80.45 | |
| Poincaré FCSpace=P^n_K, Methodology=Poincaré geometry2026.02 | 79.45 | |
| BFC-LSpace=L^n_K, Methodology=Busemann2026.02 | 78.36 | |
| MöbiusSpace=P^n_K, Methodology=Tangent2026.02 | 76.35 | |
| HNNMethod Category=NN2019.10 | 75.1 | |
| Lorentz FCSpace=L^n_K, Methodology=Ambient Minkowski2026.02 | 72.78 | |
| MLPMethod Category=NN2019.10 | 72.6 | |
| LTFCSpace=L^n_K, Methodology=Tangent2026.02 | 71.32 | |
| GATMethod Category=GNN2019.10 | 69.8 | |
| SAGEMethod Category=GNN2019.10 | 65.9 | |
| SGCMethod Category=GNN2019.10 | 65.1 | |
| GCNMethod Category=GNN2019.10 | 64.7 | |
| HYPMethod Category=Shallow2019.10 | 63.5 | |
| EUCMethod Category=Shallow2019.10 | 59.8 | |
| HYP-MIXEDMethod Category=Shallow2019.10 | 55.1 | |
| EUC-MIXEDMethod Category=Shallow2019.10 | 49.6 |