Link Prediction on PUBMED δ = 3.5 (test)
96.3ROC AUCHGCN
Evaluation results
| Method | Links | |
|---|---|---|
| HGCNMethod Category=Ours2019.10 | 96.3 | |
| MöbiusSpace=P^n_K, Methodology=Tangent2026.02 | 94.93 | |
| HNNMethod Category=NN2019.10 | 94.9 | |
| BFC-LSpace=L^n_K, Methodology=Busemann2026.02 | 94.9 | |
| BFC-PSpace=P^n_K, Methodology=Busemann2026.02 | 94.85 | |
| LTFCSpace=L^n_K, Methodology=Tangent2026.02 | 94.85 | |
| Poincaré FCSpace=P^n_K, Methodology=Poincaré geometry2026.02 | 94.24 | |
| Lorentz FCSpace=L^n_K, Methodology=Ambient Minkowski2026.02 | 94.2 | |
| GATMethod Category=GNN2019.10 | 91.2 | |
| GCNMethod Category=GNN2019.10 | 91.1 | |
| SGCMethod Category=GNN2019.10 | 90.6 | |
| HYPMethod Category=Shallow2019.10 | 87.5 | |
| SAGEMethod Category=GNN2019.10 | 86.2 | |
| EUC-MIXEDMethod Category=Shallow2019.10 | 86 | |
| MLPMethod Category=NN2019.10 | 84.1 | |
| HYP-MIXEDMethod Category=Shallow2019.10 | 83.8 | |
| EUCMethod Category=Shallow2019.10 | 83.3 |