Attributed Graph Clustering on UAT
55.18Accuracy (ACC)CONVERT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CONVERT2024.11 | 55.18 | 27.31 | 19.46 | |
| CONVERTVenue=MM’232026.06 | 55.18 | 27.31 | 19.46 | |
| AGREEVenue=Ours2026.06 | 53.84 | 24.15 | 22.54 | |
| HyReaL2024.11 | 53.82 | 24.03 | 22.38 | |
| EGAE2024.11 | 53.1 | 21.8 | 20.77 | |
| EGAEVenue=TNNLS’222026.06 | 53.1 | 21.8 | 20.77 | |
| DAEGC2024.11 | 52.49 | 21.42 | 21.07 | |
| DAEGCVenue=IJCAI’192026.06 | 52.49 | 21.42 | 21.07 | |
| ARGAE2024.11 | 49.36 | 23.33 | 16.76 | |
| CCGC2024.11 | 47.88 | 20.63 | 12.95 | |
| CCGCVenue=AAAI’232026.06 | 47.88 | 20.63 | 12.95 | |
| GLACVenue=TAI’252026.06 | 46.59 | 17.04 | 13.73 | |
| SCDGNVenue=MM’232026.06 | 44.99 | 12.64 | 11.27 | |
| CDCVenue=TNNLS’252026.06 | 44.76 | 18.55 | 14.32 | |
| GAE2024.11 | 44.55 | 18.61 | 11.61 | |
| GAEVenue=Classical2026.06 | 44.55 | 18.61 | 11.61 | |
| MAGIVenue=KDD’242026.06 | 43.71 | 19.18 | 16.45 | |
| DESEVenue=KDD’252026.06 | 43.53 | 15.36 | 14.44 | |
| ARVGAE2024.11 | 41.85 | 15.86 | 10.33 | |
| ARVGAEVenue=IJCAI’182026.06 | 41.85 | 15.86 | 10.33 | |
| DFCN2024.11 | 39.33 | 13.95 | 7.28 | |
| DFCNVenue=AAAI’212026.06 | 39.33 | 13.95 | 7.28 | |
| VGAE2024.11 | 37.45 | 17.68 | 14.35 | |
| K-Means2024.11 | 32.69 | 20.63 | 6.42 | |
| K-MeansVenue=Classical2026.06 | 32.69 | 20.63 | 6.42 | |
| Spectral-C2024.11 | 32.52 | 3.43 | 1.57 |