Node Classification on Freebase (test)
63.67AccuracyWhole Dataset
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Whole DatasetRatio (r)=100%2025.12 | 63.67 | — | — | |
| HGC-HerdRatio (r)=9.6%2025.12 | 61.42 | — | — | |
| HGC-HerdRatio (r)=4.8%2025.12 | 61.4 | — | — | |
| HGC-HerdRatio (r)=2.4%2025.12 | 60.17 | — | — | |
| HGC-HerdRatio (r)=1.2%2025.12 | 57.18 | — | — | |
| GCondRatio (r)=9.6%2025.12 | 57.03 | — | — | |
| GCondRatio (r)=4.8%2025.12 | 55.81 | — | — | |
| Coarsening-HGRatio (r)=9.6%2025.12 | 52.91 | — | — | |
| K-Center-HGRatio (r)=9.6%2025.12 | 52.68 | — | — | |
| GCondRatio (r)=2.4%2025.12 | 52.34 | — | — | |
| K-Center-HGRatio (r)=4.8%2025.12 | 51.33 | — | — | |
| GCondRatio (r)=1.2%2025.12 | 51.24 | — | — | |
| Coarsening-HGRatio (r)=4.8%2025.12 | 50.25 | — | — | |
| Random-HGRatio (r)=9.6%2025.12 | 50.01 | — | — | |
| Coarsening-HGRatio (r)=2.4%2025.12 | 49.1 | — | — | |
| K-Center-HGRatio (r)=2.4%2025.12 | 48.85 | — | — | |
| K-Center-HGRatio (r)=1.2%2025.12 | 48.18 | — | — | |
| Random-HGRatio (r)=4.8%2025.12 | 48.15 | — | — | |
| Random-HGRatio (r)=2.4%2025.12 | 47.52 | — | — | |
| Coarsening-HGRatio (r)=1.2%2025.12 | 46.28 | — | — | |
| Random-HGRatio (r)=1.2%2025.12 | 45.32 | — | — | |
| GAT2021.12 | — | 40.74 | 65.26 | |
| GCN2021.12 | — | 27.84 | 60.23 | |
| HAN2021.12 | — | 21.31 | 54.77 | |
| HGT2021.12 | — | 29.28 | 60.51 | |
| RGCN2021.12 | — | 46.78 | 58.33 | |
| Simple-HGN2021.12 | — | 47.72 | 66.29 |