Node Clustering on Cora (test)
78.58AccuracySynC
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SynCProtocol=SSL2024.06 | 78.58 | 58.13 | 77.65 | — | 57.9 | |
| SynCProtocol=KMeans2024.06 | 77.22 | 57.26 | 76.31 | — | 55.34 | |
| HSANVenue=AAAI'232024.06 | 77.07 | 59.21 | 75.11 | — | 57.52 | |
| IDCRNVenue=TNNLS'252024.06 | 75.79 | 59.77 | 74.41 | — | 56.99 | |
| GMIMInfo.=F&G2022.05 | 75.65 | 60.3 | 71.2 | 78.13 | 54.74 | |
| DBGANInfo.=F&G2022.05 | 74.8 | 56 | — | — | 54 | |
| GALAInfo.=F&G2022.05 | 74.6 | 57.7 | — | — | 53.2 | |
| CCGCVenue=AAAI'232024.06 | 73.88 | 56.45 | 70.98 | — | 52.51 | |
| SCGCVenue=TNNLS'242024.06 | 73.88 | 56.1 | 70.81 | — | 51.79 | |
| HomoCAGCVenue=TCSVT'252024.06 | 73.82 | 57.41 | 70.83 | — | 54.42 | |
| GIC2020.09 | 72.5 | 53.7 | — | — | 50.8 | |
| EGAEInfo.=F&G2022.05 | 72.42 | 53.96 | — | — | 47.22 | |
| SENetInfo.=F&G2022.05 | 71.92 | 55.08 | — | — | 48.96 | |
| DGIEmbedding size (F')=5122020.09 | 71.3 | 56.4 | — | — | 51.1 | |
| ARGVASelection=best performing variant2020.09 | 71.1 | 52.6 | — | — | 49.5 | |
| GC-VGEInfo.=F&G2022.05 | 70.67 | 53.57 | 69.48 | 70.51 | 48.15 | |
| DAEGCInfo.=F&G2022.05 | 70.4 | 52.8 | 68.2 | — | 49.6 | |
| CommDGIInfo.=F&G2022.05 | 69.8 | 57.9 | 68.4 | — | 50.2 | |
| AGCInfo.=F&G2022.05 | 68.92 | 53.68 | 65.61 | — | 48.6 | |
| RWR-VGAE2019.08 | 68.5 | 45.5 | 66.8 | 68.5 | 41.7 | |
| Vanilla GAEVenue=NeurIPS'162024.06 | 68.09 | 47.77 | 67.11 | — | 42.52 | |
| RWR-GAE2019.08 | 66.9 | 48.1 | 61.8 | 62.9 | 41.7 | |
| DGVAEInfo.=F&G2022.05 | 64.42 | 47.64 | 62.69 | 64.9 | 38.42 | |
| ARGE2019.08 | 64 | 44.9 | 61.9 | 64.6 | 35.2 | |
| ARVGE2019.08 | 63.8 | 45 | 62.7 | 62.4 | 37.4 | |
| VGAEInfo.=F&G2022.05 | 63.56 | 47.45 | 63.75 | 65.64 | 39.42 | |
| MGAEInfo.=F&G2022.05 | 63.43 | 45.57 | 38.01 | — | 38.01 | |
| ARVGAInfo.=F&G2022.05 | 62.83 | 45.93 | 63.17 | 64.8 | 38 | |
| DCRNVenue=AAAI'222024.06 | 61.93 | 45.13 | 49.5 | — | 33.15 | |
| VGAE2019.08 | 60.9 | 43.6 | 60.9 | 60.9 | 34.6 | |
| VGAESelection=best performing variant2020.09 | 60.9 | 43.6 | — | — | 34.7 | |
| ARGAInfo.=F&G2022.05 | 60.84 | 42.21 | 60.49 | 63.38 | 36.88 | |
| GAEInfo.=F&G2022.05 | 60.34 | 44.85 | 58.72 | 61.39 | 36.73 | |
| GAE2019.08 | 59.6 | 42.9 | 59.5 | 59.6 | 34.7 | |
| DGI2020.09 | 59 | 38.6 | — | — | 33.6 | |
| DeepWalkInfo.=G2022.05 | 56.2 | 39.87 | 47.6 | 5.48 | 32.18 | |
| TADW2020.09 | 56 | 44.1 | — | — | 33.2 | |
| TADWInfo.=F&G2022.05 | 55 | 36.59 | 41.52 | 36.5 | 26.4 | |
| K-means2020.09 | 49.2 | 31.1 | — | — | 23 | |
| K-meansInfo.=F2022.05 | 49.2 | 32.1 | 36.8 | 36.9 | 23 | |
| DW2019.08 | 48.4 | 32.7 | 39.2 | 36.1 | 24.3 | |
| DeepWalk2020.09 | 48.4 | 32.7 | — | — | 24.3 | |
| DNGRInfo.=G2022.05 | 44.39 | 33.31 | 34.68 | 27.86 | 15.86 | |
| DNGR2020.09 | 41.9 | 31.8 | — | — | 14.2 | |
| AGC-DRRVenue=IJCAI'222024.06 | 40.62 | 18.74 | 31.23 | — | 14.8 | |
| SC2019.08 | 36.7 | 12.7 | 31.8 | 19.3 | 3.1 | |
| Spectral-FInfo.=F2022.05 | 34.7 | 14.7 | — | — | 7.1 | |
| GraphEncoderInfo.=G2022.05 | 32.5 | 10.9 | 29.8 | 18.2 | 0.6 | |
| Spectral-GInfo.=G2022.05 | 31.46 | 9.69 | 29.67 | 18.07 | 0.35 | |
| vGraphInfo.=G2022.05 | 28.7 | 34.5 | 30.5 | — | 31.2 |