Node Clustering on DBLP (test)
80.81NMIMAGNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAGNNLearning paradigm=Semi-supervised2020.02 | 80.81 | 85.54 | |
| HANLearning paradigm=Semi-supervised2020.02 | 77.49 | 82.95 | |
| node2vecLearning paradigm=Unsupervised2020.02 | 77.01 | 81.37 | |
| metapath2vecLearning paradigm=Unsupervised2020.02 | 74.18 | 78.11 | |
| GCNLearning paradigm=Semi-supervised2020.02 | 73.45 | 77.5 | |
| LINELearning paradigm=Unsupervised2020.02 | 71.02 | 76.52 | |
| GATLearning paradigm=Semi-supervised2020.02 | 70.73 | 76.04 | |
| HERecLearning paradigm=Unsupervised2020.02 | 69.03 | 72.45 | |
| ESimLearning paradigm=Unsupervised2020.02 | 68.33 | 72.22 | |
| HTADlabel rate=0.05, Clustering algorithm=K-Means2025.12 | 18.57 | 14.36 | |
| GCAlabel rate=0.05, Clustering algorithm=K-Means2025.12 | 17.55 | 8.91 | |
| GRACElabel rate=0.05, Clustering algorithm=K-Means2025.12 | 16.3 | 8.82 | |
| MEOWlabel rate=0.05, Clustering algorithm=K-Means2025.12 | 15.98 | 10.68 | |
| HeColabel rate=0.05, Clustering algorithm=K-Means2025.12 | 15.67 | 12.7 | |
| HANlabel rate=0.05, Clustering algorithm=K-Means2025.12 | 15.61 | 9.08 | |
| HGCLlabel rate=0.05, Clustering algorithm=K-Means2025.12 | 15.34 | 9.04 | |
| STENCILlabel rate=0.05, Clustering algorithm=K-Means2025.12 | 15.12 | 9.93 |