Node Clustering on DBLP
77.1NMISCHOOL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SCHOOL2024.12 | 77.1 | 82.5 | |
| HGMAE2024.12 | 76.9 | 82.3 | |
| HeCo2024.12 | 74.5 | 80.1 | |
| HGCML2024.12 | 74.5 | 75.1 | |
| HERO2024.12 | 74.1 | 79.3 | |
| CPIM2024.12 | 73.7 | 78 | |
| Mp2vec2024.12 | 73.5 | 77.7 | |
| HDMI2024.12 | 73.1 | 74.4 | |
| DMGI2024.12 | 72.2 | 72.8 | |
| DMGIattn2024.12 | 69.6 | 73.9 | |
| DeepWalk2024.12 | 69 | 73.3 | |
| HDGI-C2019.11 | 60.76 | 62.67 | |
| DGI2019.11 | 59.23 | 61.85 | |
| HDGI-A2019.11 | 52.12 | 49.86 | |
| Metapath2vec2019.11 | 34.3 | 37.54 | |
| HOSCpooling_type=dense, learning_signal=unsupervised2025.12 | 34 | — | |
| MinCutpooling_type=dense, learning_signal=unsupervised2025.12 | 31 | — | |
| DMoNpooling_type=dense, learning_signal=unsupervised2025.12 | 28 | — | |
| ACCpooling_type=dense, learning_signal=unsupervised2025.12 | 26 | — | |
| JBPoolpooling_type=dense, learning_signal=unsupervised2025.12 | 22 | — | |
| Diffpoolpooling_type=dense, learning_signal=unsupervised2025.12 | 15 | — | |
| DeepWalk+Ffeatures=node features included2019.11 | 11.98 | 6.99 | |
| Raw Feature2019.11 | 11.21 | 6.98 | |
| DeepWalk2019.11 | 7.4 | 5.3 | |
| HANattention_level=dual-level (node and semantic)2019.03 | 0.7912 | 0.8476 | |
| HANsemattention_level=semantic-level only2019.03 | 0.7731 | 0.8346 | |
| HERec2019.03 | 0.7673 | 0.8098 | |
| DeepWalk2019.03 | 0.7653 | 0.8135 | |
| HANndattention_level=node-level only2019.03 | 0.753 | 0.8146 | |
| GCN2019.03 | 0.7501 | 0.8049 | |
| metapath2vec2019.03 | 0.743 | 0.785 | |
| SHGPClustering method=K-means2022.10 | 0.733 | 0.7731 | |
| GAT2019.03 | 0.715 | 0.7726 | |
| HeCoClustering method=K-means2022.10 | 0.6881 | 0.7405 | |
| ESim2019.03 | 0.6632 | 0.6831 | |
| DMGIClustering method=K-means2022.10 | 0.6517 | 0.6723 | |
| HDGIClustering method=K-means2022.10 | 0.5998 | 0.6233 | |
| M2VClustering method=K-means2022.10 | 0.495 | 0.5673 | |
| H-DCClustering method=K-means2022.10 | 0.4715 | 0.5315 |