Synthetic Network Generation on Yelp
5.17GFDL1 Link Prediction AccuracyGraphMaker
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GraphMaker2026.05 | 5.17 | — | 2.14 | — | — | |
| ER2026.05 | 5.02 | — | 2.08 | — | — | |
| mKPGM2026.05 | 4.26 | — | 1.74 | — | — | |
| VGAEConfig=62026.05 | 4.09 | — | 1.7 | — | — | |
| VGAEConfig=162026.05 | 3.93 | — | 1.64 | — | — | |
| VGAEConfig=42026.05 | 3.86 | — | 1.61 | — | — | |
| VGAEConfig=32026.05 | 3.85 | — | 1.61 | — | — | |
| VGAEConfig=52026.05 | 3.8 | — | 1.58 | — | — | |
| VGAEConfig=22026.05 | 3.66 | — | 1.53 | — | — | |
| BTER2026.05 | 0.73 | — | 0.3 | — | — | |
| SyNG-DConfig=32026.05 | 0.42 | — | 0.17 | — | — | |
| SyNG-RConfig=22026.05 | 0.39 | — | 0.15 | — | — | |
| SyNG-DConfig=22026.05 | 0.38 | — | 0.16 | — | — | |
| SyNG-D(MLP)Config=32026.05 | 0.37 | — | 0.17 | — | — | |
| SyNG-D(MLP)Config=22026.05 | 0.35 | — | 0.14 | — | — | |
| SyNG-D(MLP)Config=42026.05 | 0.34 | — | 0.13 | — | — | |
| SyNG-RConfig=32026.05 | 0.33 | — | 0.13 | — | — | |
| SyNG-DConfig=52026.05 | 0.32 | — | 0.14 | — | — | |
| SyNG-DConfig=62026.05 | 0.31 | — | 0.14 | — | — | |
| SyNG-DConfig=42026.05 | 0.3 | — | 0.13 | — | — | |
| SyNG-D(MLP)Config=62026.05 | 0.27 | — | 0.11 | — | — | |
| SyNG-D(MLP)Config=52026.05 | 0.23 | — | 0.11 | — | — | |
| SyNG-RConfig=42026.05 | 0.23 | — | 0.09 | — | — | |
| SyNG-RConfig=52026.05 | 0.18 | — | 0.08 | — | — | |
| SyNG-RConfig=62026.05 | 0.18 | — | 0.08 | — | — | |
| BTERlatent dimension=42026.05 | — | 94 | — | — | — | |
| CELLlatent dimension=42026.05 | — | — | — | 0.4 | 65 | |
| ERlatent dimension=42026.05 | — | 80 | — | — | — | |
| GraphMakerlatent dimension=42026.05 | — | 83 | — | — | — | |
| mKPGMlatent dimension=42026.05 | — | 89 | — | — | — | |
| SyNG-Dlatent dimension=42026.05 | — | 99 | — | — | — | |
| SyNG-Dlatent dimension=42026.05 | — | — | — | 0.03 | 21 | |
| SyNG-D(MLP)latent dimension=4, generator=MLP2026.05 | — | 99 | — | — | — | |
| SyNG-Rlatent dimension=42026.05 | — | 100 | — | — | — | |
| SyNG-Rlatent dimension=42026.05 | — | — | — | 0.04 | 28 | |
| VGAElatent dimension=42026.05 | — | 100 | — | — | — |