Node Clustering on PubMed (test)
73.6AccuracyRWR-VGAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RWR-VGAEClustering Method=K-means2019.08 | 73.6 | 34.6 | 72.5 | 73.6 | 38.1 | |
| RWR-GAEClustering Method=K-means2019.08 | 72.6 | 35.5 | 71.4 | 72.9 | 37 | |
| SynCProtocol=SSL2024.06 | 71.96 | 31.6 | 71.45 | — | 34.66 | |
| SynCProtocol=KMeans2024.06 | 70.91 | 31.87 | 70.32 | — | 33.63 | |
| NS4GCVenue=TKDE'242024.06 | 70.56 | 32.84 | 69.56 | — | 33.48 | |
| IDCRNVenue=TNNLS'252024.06 | 70.02 | 33.29 | 69.19 | — | 32.67 | |
| DCRNVenue=AAAI'222024.06 | 69.87 | 32.2 | 68.94 | — | 31.41 | |
| GAEClustering Method=K-means2019.08 | 69.7 | 33 | 69 | 72 | 32.2 | |
| ARGVASelection=best performing variant2020.09 | 69 | 3,050 | — | — | 3,060 | |
| DFCNVenue=AAAI'212024.06 | 68.89 | 31.43 | 68.1 | — | 30.64 | |
| DeepWalk2020.09 | 68.4 | 2,790 | — | — | 2,990 | |
| GIC2020.09 | 67.3 | 3,190 | — | — | 2,910 | |
| VGAESelection=best performing variant2020.09 | 67.2 | 2,770 | — | — | 2,790 | |
| NeuCGCVenue=TKDE'252024.06 | 65.14 | 25.42 | 65.51 | — | 25.42 | |
| SDCNVenue=WWW'202024.06 | 64.2 | 22.87 | 65.01 | — | 22.3 | |
| AGC-DRRVenue=IJCAI'222024.06 | 64 | 23.72 | 64.42 | — | 24.87 | |
| Vanilla GAEVenue=NeurIPS'162024.06 | 62.09 | 23.84 | 61.37 | — | 20.62 | |
| VGAEClustering Method=K-means2019.08 | 60.8 | 21.9 | 61.2 | 61.3 | 19.5 | |
| DGIEmbedding size (F')=1282020.09 | 53.3 | 1,810 | — | — | 1,660 | |
| DGI2020.09 | 49.9 | 1,510 | — | — | 1,450 | |
| CCGCVenue=AAAI'232024.06 | 47.74 | 7.44 | 45.56 | — | 5.55 | |
| R2FGCVenue=TNNLS'232024.06 | 47.57 | 7.34 | 45.37 | — | 5.4 | |
| DNGR2020.09 | 45.8 | 1,550 | — | — | 540 | |
| K-means2020.09 | 39.8 | 10 | — | — | 20 | |
| TADW2020.09 | 35.4 | 10 | — | — | 10 |