| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Knowledge Graph Completion | UNSW-NB15 (Inductive) | MR (Mean Rank)3.645 | 12 | |
| Adversarial Detection | UNSW-NB15 | AUC-ROC99.96 | 12 | |
| Intrusion Detection | UNSW-NB15 zero-day withheld classes cross-domain (evaluation) | Accuracy71.64 | 10 | |
| Intrusion Detection | NF-UNSW-NB15 | Accuracy91.11 | 8 | |
| Anomaly Detection | UNSW-NB15 (test) | F1-Score93.9 | 8 | |
| Network Intrusion Detection | UNSW-NB15 (test) | AUROC0.9717 | 7 | |
| Malicious Traffic Detection | UNSW-NB15 (with drift) | Accuracy0.9964 | 5 | |
| Binary Classification | UNSW-NB15 (test) | F1-score96.89 | 4 | |
| Network Intrusion Detection | UNSW-NB15 (LOAO) | AUROC93.46 | 3 |