Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Anomaly Detection | AUROC0.9467 | 75 | ||
| Graph Anomaly Detection | Facebook (test) | AUPRC17.53 | 42 | |
| Anomaly detection | AUROC87.58 | 24 | ||
| Node Classification | Facebook (test) | Test Accuracy95.47 | 22 | |
| Link Prediction | AUC0.996 | 20 | ||
| Anomaly Detection | Facebook zero-shot (test) | AUROC83.39 | 19 | |
| Node Label Frequency Proportionality | L1 Distance0.27 | 18 | ||
| Node Classification | facebook (10%/10%/80% split) | Accuracy93.94 | 18 | |
| Link Prediction | Facebook (test) | Hits@5069.06 | 18 | |
| Node-level classification | Accuracy91.9 | 16 | ||
| Clustering | B Score76.7 | 14 | ||
| Link Prediction | NF(1)11 | 13 | ||
| Classification | Macro F1 Score (%)90.27 | 12 | ||
| Classification | Accuracy90.53 | 12 | ||
| Link Prediction | ego-Facebook | ROC-AUC99.3 | 12 | |
| Graph Reconstruction | mAP91.75 | 11 | ||
| Link Prediction | Hits@2055.22 | 11 | ||
| Link Prediction | AP99.51 | 11 | ||
| Link Prediction | Hits@5071.41 | 11 | ||
| Anomaly Detection | Facebook largest 10 social networks | AUC0.96 | 10 | |
| Anomaly Detection | Facebook largest 8 social networks 2012 | AUC0.965 | 10 | |
| Anomaly Detection | Facebook largest 5 social networks 2012 | AUC0.973 | 10 | |
| Anomaly Detection | Facebook largest 2 social networks 2012 | AUC99.1 | 10 | |
| Dynamic new link prediction | AUC90.94 | 10 | ||
| Influence Maximization | Facebook Real-world (test) | Disparity Fairness0.0375 | 9 |
Showing 25 of 43 rows