BlogCatalog
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Anomaly Detection | BlogCatalog | AUROC0.9678 | 101 | |
| Node-level classification | BlogCatalog | Accuracy0.9579 | 70 | |
| Node Classification | BlogCatalog 6-way Social Media (test) | Accuracy67.31 | 33 | |
| Graph Anomaly Detection | BlogCatalog (test) | AUROC74.83 | 32 | |
| Graph Reconstruction | BlogCatalog | Attack F164.5 | 25 | |
| Node Classification | BLOGCATALOG (test) | Micro F177.6 | 24 | |
| Causal Effect Estimation | BlogCatalog simulated (In-sample) | ATE Error (Epsilon)0.6 | 21 | |
| Causal Effect Estimation | BlogCatalog (out-of-sample) | ϵATE0.3 | 21 | |
| Link Prediction | BlogCatalog | AUC96.9 | 21 | |
| Social Network Classification | BlogCatalog | JI0.627 | 21 | |
| Anomaly Detection | BlogCatalog zero-shot (test) | AUROC77.91 | 19 | |
| Graph Fraud Detection | BlogCatalog (test) | AUC0.9941 | 19 | |
| Node classification | BlogCatalog B1-B2 transfer scenarios | B1 → B2 Accuracy54.89 | 17 | |
| Causal effect estimation | BlogCatalog (BC) Cosine kernel (out-of-sample) | ADE0.0004 | 15 | |
| Multi-label classification | BLOGCATALOG | Micro-F140.79 | 15 | |
| Node Classification | Blogcatalog 70% edge reduction level | Accuracy0.9524 | 12 | |
| Graph Clustering | Blogcatalog | ACC0.849 | 12 | |
| Causal effect estimation | BlogCatalog (BC) RBF kernel (out-of-sample) | ADE0 | 10 | |
| Node Classification | BlogCatalog (random 10/10/80) | Micro-F176.5 | 10 | |
| Node Classification | BlogCatalog1 to BlogCatalog2 (target) | Micro-F139.43 | 9 | |
| Node Classification | BlogCatalog | Micro F10.42 | 9 | |
| Node Classification | BlogCatalog | Macro F10.271 | 9 | |
| Graph Anomaly Detection | BlogCatalog | Runtime (s)30 | 6 | |
| Link Prediction | BlogCatalog (50% test) | AUC98.1 | 5 | |
| Node classification | BlogCatalog 9:1 train-test ratio | Accuracy23.2 | 5 |
Showing 25 of 26 rows