Synthetic Network Generation on DBLP (Link Prediction Utility)
100Link Prediction AccuracyVGAE
Evaluation results
| Method | Links | |
|---|---|---|
| VGAElatent dimension=42026.05 | 100 | |
| EDGElatent dimension=42026.05 | 100 | |
| SyNG-Dlatent dimension=42026.05 | 100 | |
| SyNG-D(MLP)latent dimension=4, generator=MLP2026.05 | 100 | |
| SyNG-Rlatent dimension=42026.05 | 100 | |
| GRANlatent dimension=42026.05 | 98 | |
| mKPGMlatent dimension=42026.05 | 96 | |
| GraphMakerlatent dimension=42026.05 | 95 | |
| ERlatent dimension=42026.05 | 90 | |
| BTERlatent dimension=42026.05 | 85 |