Graph Clustering on AMAP
79.94AccuracyDCRN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DCRN2024.03 | 79.94 | 73.7 | — | |
| mWDKMethod Category=Optimization-free (OpF) methods2026.02 | 78.5 | 71.7 | 61.1 | |
| PFGC2024.03 | 78.5 | 70.81 | — | |
| MAGIMethod Category=Deep learning and random-walk methods, Inference Type=End-to-end clustering2026.02 | 77.8 | 69 | 80.5 | |
| SCDGNVenue=MM’232026.06 | 77.52 | 70.26 | 61.21 | |
| SCGC2024.03 | 77.48 | 67.67 | — | |
| CCGC2024.03 | 77.25 | 67.44 | — | |
| CCGC2024.11 | 77.07 | 67.06 | 57.55 | |
| CCGCVenue=AAAI’232026.06 | 77.07 | 67.06 | 57.55 | |
| HyReaL2024.11 | 77 | 69.01 | 59.85 | |
| DFCN2024.03 | 76.88 | 69.21 | — | |
| EGAE2024.11 | 76.37 | 65.44 | 57.51 | |
| EGAEVenue=TNNLS’222026.06 | 76.37 | 65.44 | 57.51 | |
| DGCN2024.03 | 76.07 | 66.13 | — | |
| AGREEVenue=Ours2026.06 | 76.02 | 66.47 | 57.73 | |
| AGE2024.03 | 75.98 | — | — | |
| WDKMethod Category=Optimization-free (OpF) methods2026.02 | 73.9 | 66.4 | 57.3 | |
| CGC2024.03 | 73.02 | 63.26 | — | |
| CDCVenue=TNNLS’252026.06 | 72.85 | 64.84 | 53.24 | |
| MCGC2024.03 | 71.64 | 61.54 | — | |
| FGC2024.03 | 71.04 | — | — | |
| AGCMethod Category=Optimization-free (OpF) methods2026.02 | 69.3 | 63.7 | 52.8 | |
| MAGIVenue=KDD’242026.06 | 68.99 | 59.95 | 47.88 | |
| NDLSMethod Category=Deep learning and random-walk methods, Approach=Optimization-free (OpF)2026.02 | 68.8 | 62 | 52.1 | |
| VGAE2024.11 | 68.61 | 55.04 | 46.55 | |
| GSNNMethod Category=Deep learning and random-walk methods, Approach=Optimization-free (OpF)2026.02 | 67.2 | 53.3 | 47.1 | |
| DAEGCMethod Category=Deep learning and random-walk methods, Inference Type=End-to-end clustering2026.02 | 66.7 | 67.4 | 50.3 | |
| DESEVenue=KDD’252026.06 | 66.44 | 53.93 | 44.78 | |
| WLMethod Category=Optimization-free (OpF) methods2026.02 | 66.3 | 65.6 | 49.7 | |
| CONVERT2024.11 | 66.28 | 52.57 | 42.89 | |
| CONVERTVenue=MM’232026.06 | 66.28 | 52.57 | 42.89 | |
| PANEMethod Category=Deep learning and random-walk methods2026.02 | 62.9 | 48.2 | 39.8 | |
| GAE2024.11 | 60.47 | 58.01 | 33.31 | |
| GAEVenue=Classical2026.06 | 60.47 | 58.01 | 33.31 | |
| SSGC2024.03 | 60.23 | 60.37 | — | |
| DFCN2024.11 | 58.51 | 55.95 | 41.76 | |
| DFCNVenue=AAAI’212026.06 | 58.51 | 55.95 | 41.76 | |
| SDCN2024.03 | 53.44 | 44.85 | — | |
| NDLSMethod Category=Deep learning and random-walk methods, Approach=GAE2026.02 | 48.2 | 27.5 | 17.1 | |
| DAEGC2024.11 | 47.45 | 38.83 | 25.03 | |
| DAEGCVenue=IJCAI’192026.06 | 47.45 | 38.83 | 25.03 | |
| GAEMethod Category=Deep learning and random-walk methods2026.02 | 47.4 | 25.1 | 16.3 | |
| MVGRL2024.03 | 45.19 | 36.89 | — | |
| GSNNMethod Category=Deep learning and random-walk methods, Approach=GAE2026.02 | 44.1 | 30.3 | 20.3 | |
| GLACVenue=TAI’252026.06 | 42.13 | 27.49 | 19.51 | |
| K-Means2024.11 | 22.66 | 2.37 | 0.37 | |
| K-MeansVenue=Classical2026.06 | 22.66 | 2.37 | 0.37 | |
| Spectral-C2024.11 | 17.24 | 0.53 | 0 |