| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Synthetic Network Generation | PolBlogs | GFDL1 Score0.72 | 29 | |
| Link Prediction | Polblogs | AUC97.3 | 25 | |
| Node Classification | Polblogs | Accuracy79.1 | 14 | |
| Graph Reconstruction Attack | Polblogs | ROC AUC88.1 | 14 | |
| Node Classification | PolBlogs | Accuracy85.23 | 14 | |
| Clustering | PolBlogs | AMI39 | 11 | |
| Synthetic Network Generation | PolBlogs | Triangle Similarity (MMD)0.59 | 11 | |
| Node Classification | PolBlogs 20% (train val) | Accuracy87.4 | 8 | |
| Node Classification | PolBlogs (5% train val) | Accuracy95.2 | 8 | |
| Synthetic Network Generation | PolBlogs | Orbit0.29 | 5 | |
| Community Detection | PolBlogs | Precision92 | 5 | |
| Edge Recovery | Polblogs | AUC85.3 | 4 | |
| Edge Reconstruction | Polblogs | AUC79.1 | 4 | |
| Synthetic Network Generation | PolBlogs | Triangle Density Error0.02 | 4 | |
| Node Classification | PolBlogs 10% (train val) | Accuracy84.2 | 4 | |
| Node Classification | Polblogs | F1 Score93 | 4 | |
| Link Stealing | Polblogs | RAUC59.4 | 3 | |
| Node Clustering | PolBlogs | ARI82.1 | 3 | |
| Node Classification and Link Privacy | Polblogs | RAUC (A; H_A^all)0.724 | 1 |