Community
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Generation | Community-small | MMD (Degree)0.009 | 26 | |
| Abstract graph generation | Community small | Degree0.35 | 17 | |
| Generic Graph Generation | Community-small Synthetic, 12 ≤ |V| ≤ 20 (test) | Degree Similarity Score14.2 | 12 | |
| Generic Graph Generation | Community small | Degree0.35 | 11 | |
| Graph Generation | Community | Degree4 | 10 | |
| Single-property Graph Conditioning | Community small | Density2.95 | 7 | |
| Generic Graph Generation | COMMUNITY-SMALL (test) | Degree MMD0.023 | 7 | |
| Counterfactual Explanation Generation | Community | Validity94 | 7 | |
| Unsupervised node clustering | Community | NMI97 | 6 | |
| Node Clustering | Community | Macro F1 Score99.02 | 6 | |
| Node Clustering | Community | Clustering Accuracy99.03 | 6 | |
| Conditional Graph Generation | Community small (test) | Density0.0295 | 6 | |
| Vertex clustering | Community synthetic SBM | Accuracy98.5 | 5 | |
| Multi-global-properties conditioning | Community Small | Pair 1 Assortativity (MAE)12.4 | 4 | |
| Regression | community (test) | Max Conditional Coverage Deviation12.105 | 4 |
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