Node Classification on PubMed δ=3.5 (test)
81.3Test F1 ScoreHGCN
Evaluation results
| Method | Links | |
|---|---|---|
| HGCNMethod Category=Ours2019.10 | 81.3 | |
| GATMethod Category=GNN2019.10 | 79 | |
| SGCMethod Category=GNN2019.10 | 78.9 | |
| GCNMethod Category=GNN2019.10 | 78.1 | |
| SAGEMethod Category=GNN2019.10 | 77.4 | |
| HGCN-BMLR-PSpace=Poincaré, Backbone=HGCN2026.02 | 77.36 | |
| HGCN-BMLR-LSpace=Lorentz, Backbone=HGCN2026.02 | 77.3 | |
| HGCNSpace=Lorentz, Backbone=HGCN2026.02 | 76.49 | |
| HGCNSpace=Poincaré, Backbone=HGCN2026.02 | 76.29 | |
| HGCN-PMLRSpace=Poincaré, Backbone=HGCN2026.02 | 76.02 | |
| HGCN-PBMLR-PSpace=Poincaré, Backbone=HGCN2026.02 | 75.89 | |
| HGCN-LMLRSpace=Lorentz, Backbone=HGCN2026.02 | 75.44 | |
| HYP-MIXEDMethod Category=Shallow2019.10 | 73.9 | |
| MLPMethod Category=NN2019.10 | 72.4 | |
| HNNMethod Category=NN2019.10 | 69.8 | |
| HYPMethod Category=Shallow2019.10 | 68.5 | |
| EUC-MIXEDMethod Category=Shallow2019.10 | 63 | |
| EUCMethod Category=Shallow2019.10 | 48.2 |