Multi-label classification on Wikipedia Hyperlink
81.7Jaccard IndexNMM-GNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NMM-GNNEmbedding dimension=642024.11 | 81.7 | 5.5 | 83 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=H^d/H^d2024.11 | 81 | 6.6 | 81.6 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=E^d/H^d2024.11 | 80.5 | 6.2 | 82.4 | |
| NMMEmbedding dimension=642024.11 | 80.3 | 5.8 | 82.5 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=S^d/E^d2024.11 | 79.9 | 6.6 | 82.3 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=E^d/E^d2024.11 | 79.2 | 6.8 | 82 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=S^d/S^d2024.11 | 78.4 | 7.1 | 79.7 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=H^d/S^d2024.11 | 76 | 8.2 | 76.4 | |
| RaREEmbedding dimension=642024.11 | 75.7 | 6.8 | 82.3 | |
| NRPEmbedding dimension=642024.11 | 75.5 | 7.1 | 81.1 | |
| kappa-GCNEmbedding dimension=642024.11 | 75 | 7.1 | 81.6 | |
| HGCNEmbedding dimension=642024.11 | 69.8 | 6 | 78.4 | |
| GINEmbedding dimension=642024.11 | 65.1 | 6.9 | 76.1 | |
| GRAPHCLEmbedding dimension=642024.11 | 64.5 | 6.6 | 76.4 | |
| GATEmbedding dimension=642024.11 | 64.2 | 6.5 | 76.2 | |
| GELTOREmbedding dimension=642024.11 | 64 | 6.8 | 76.7 | |
| GCNEmbedding dimension=642024.11 | 63.7 | 6.5 | 76.4 | |
| GraphSAGEEmbedding dimension=642024.11 | 62.8 | 8.3 | 68.7 | |
| RolxEmbedding dimension=642024.11 | 57.1 | 17.6 | 56 | |
| GraphWaveEmbedding dimension=642024.11 | 55.3 | 18.1 | 54.8 | |
| GraRepEmbedding dimension=642024.11 | 48.3 | 22.7 | 50.2 |