Graph Clustering on Wiki
35.8ARIPANE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PANEMethod Category=Deep learning and random-walk methods2026.02 | 35.8 | 53.5 | 55.4 | — | |
| MAGIVenue=KDD’242026.06 | 34.61 | 52.61 | 51.93 | — | |
| HyReaL2024.11 | 34.35 | 52.59 | 50.01 | — | |
| mWDKMethod Category=Optimization-free (OpF) methods2026.02 | 34.3 | 51.2 | 50.2 | — | |
| AGREEVenue=Ours2026.06 | 33.77 | 52.95 | 49.26 | — | |
| MAGIMethod Category=Deep learning and random-walk methods, Inference Type=End-to-end clustering2026.02 | 29.3 | 46.8 | 48.2 | — | |
| EGAE2024.11 | 28.99 | 47.49 | 43.33 | — | |
| EGAEVenue=TNNLS’222026.06 | 28.99 | 47.49 | 43.33 | — | |
| GSNNMethod Category=Deep learning and random-walk methods, Approach=Optimization-free (OpF)2026.02 | 28.9 | 51.3 | 47 | — | |
| NDLSMethod Category=Deep learning and random-walk methods, Approach=Optimization-free (OpF)2026.02 | 28.5 | 47 | 45.5 | — | |
| CONVERT2024.11 | 28.39 | 51.41 | 48.46 | — | |
| CONVERTVenue=MM’232026.06 | 28.39 | 51.41 | 48.46 | — | |
| WDKMethod Category=Optimization-free (OpF) methods2026.02 | 26.5 | 46 | 47.9 | — | |
| WLMethod Category=Optimization-free (OpF) methods2026.02 | 26.2 | 48.5 | 46.3 | — | |
| DAEGCMethod Category=Deep learning and random-walk methods, Inference Type=End-to-end clustering2026.02 | 25.9 | 51.5 | 51.1 | — | |
| CCGC2024.11 | 25.5 | 51.29 | 46.19 | — | |
| CCGCVenue=AAAI’232026.06 | 25.5 | 51.29 | 46.19 | — | |
| DESEVenue=KDD’252026.06 | 25.25 | 35.26 | 38.39 | — | |
| ARVGAE2024.11 | 24.44 | 44.47 | 44.13 | — | |
| ARVGAEVenue=IJCAI’182026.06 | 24.44 | 44.47 | 44.13 | — | |
| SCDGNVenue=MM’232026.06 | 24.33 | 44.66 | 44.02 | — | |
| GSNNMethod Category=Deep learning and random-walk methods, Approach=GAE2026.02 | 17.7 | 35.2 | 33.6 | — | |
| DFCN2024.11 | 17.17 | 43.1 | 38.33 | — | |
| DFCNVenue=AAAI’212026.06 | 17.17 | 43.1 | 38.33 | — | |
| NDLSMethod Category=Deep learning and random-walk methods, Approach=GAE2026.02 | 15.9 | 36.4 | 30.8 | — | |
| VGAE2024.11 | 15.63 | 31.73 | 27.25 | — | |
| AGCMethod Category=Optimization-free (OpF) methods2026.02 | 14.7 | 47.9 | 45.9 | — | |
| CDCVenue=TNNLS’252026.06 | 13.58 | 43.69 | 43.37 | — | |
| GG2025.07 | 12.4 | — | — | 65.1 | |
| GAEMethod Category=Deep learning and random-walk methods2026.02 | 12 | 30.3 | 22.5 | — | |
| GEE2025.07 | 11.6 | — | — | 7.1 | |
| GNN2025.07 | 10.6 | — | — | 104.6 | |
| DAEGC2024.11 | 7.68 | 25.38 | 15.15 | — | |
| DAEGCVenue=IJCAI’192026.06 | 7.68 | 25.38 | 15.15 | — | |
| GLACVenue=TAI’252026.06 | 6.52 | 23.88 | 14.86 | — | |
| ARGAE2024.11 | 6.23 | 28.11 | 23.15 | — | |
| GAE2024.11 | 5.61 | 33.11 | 31.62 | — | |
| GAEVenue=Classical2026.06 | 5.61 | 33.11 | 31.62 | — | |
| K-Means2024.11 | 2.54 | 25.81 | 22.69 | — | |
| K-MeansVenue=Classical2026.06 | 2.54 | 25.81 | 22.69 | — | |
| Spectral-C2024.11 | -0.3 | 17.46 | 8.84 | — |