notesum.ai
Published at November 11Variational Graph Contrastive Learning
cs.LG
cs.AI
Released Date: November 11, 2024
Authors: Shifeng Xie1, Jhony H. Giraldo1
Aff.: 1LTCI, Télécom Paris Institut Polytechnique de Paris
| Method | Cora | Citeseer | Pubmed | Coauthor | Squirrel | Chameleon | Cornell | Texas |
| MUSE | 69.90±0.41 | 66.35±0.40 | 79.95±0.59 | 90.75±0.39 | 40.15±3.04 | 55.59±2.21 | 83.78±3.42 | 83.78±2.79 |
| GREET | 84.40±0.77 | 74.10±0.44 | 80.29±0.24 | 94.65±0.18 | 39.76±0.75 | 60.57±1.03 | 78.36±3.77 | 78.03±3.94 |
| GRACE | 83.30±0.74 | 72.10±0.60 | 86.70±0.16 | 92.78±0.04 | 52.10±0.94 | 52.29±1.49 | 60.66±11.32 | 75.74±2.95 |
| GSC | 82.80±0.10 | 71.00±0.10 | 85.60±0.20 | 91.88±0.11 | 51.32±0.21 | 64.02±0.29 | 93.56±1.73 | 88.64±1.21 |
| DGI | 81.99±0.95 | 71.76±0.80 | 77.16±0.24 | 92.15±0.63 | 38.80±0.76 | 58.00±0.70 | 70.82±7.21 | 81.48±2.79 |
| GCA | 78.13±0.85 | 67.81±0.75 | 80.63±0.31 | 93.10±0.20 | 47.13±0.61 | 56.54±1.07 | 53.11±9.34 | 81.02±2.30 |
| GraphMAE | 84.20±0.40 | 73.40±0.40 | 81.10±0.40 | 80.63±0.15 | 48.26±1.21 | 71.05±0.36 | 61.93±4.59 | 67.80±3.37 |
| \hdashlineSGEC (Ours) | 83.60±0.10 | 73.14±0.14 | 84.60±0.10 | 92.34±0.04 | 56.39±0.57 | 69.14±1.12 | 94.58±2.13 | 92.38±0.81 |