| Edge-IIoTset | ZTA-FL | Accuracy97.2 | | 84 | 1mo ago |
| Edge-IIoTset | | Accuracy99 | | 48 | 1mo ago |
| CIC-IDS 2018 | PenTiDef | Accuracy98 | | 48 | 1mo ago |
| Edge-IIoTset (test) | ZTA-FL | Accuracy94.2 | | 42 | 1mo ago |
| CAR HACKING dataset | | Precision99.99 | | 36 | 1mo ago |
| Survival Sonata Dataset | | Recall100 | | 25 | 1mo ago |
| UNSW-NB15 | Q-AGNN | Precision98.81 | | 22 | 9d ago |
| Intrusion Detection in Internet of Vehicles dataset | | Accuracy99.81 | | 17 | 1mo ago |
| ECU-IoFT 30% unseen (test) | PrivFly + SMOTE | Accuracy0.98 | | 15 | 1mo ago |
| ToN_IoT withheld-family zero-day protocol | ZAID | Accuracy83.16 | | 14 | 1mo ago |
| Survival Kia Dataset | | Recall100 | | 13 | 1mo ago |
| XIIoT, UNSW, CICIDS17, CICIDS18, WUSTL Aggregate (test) | SLAD | Avg Forward Transfer58.7 | | 12 | 1mo ago |
| WUSTL (test) | ADCN | Backward Transfer19.74 | | 12 | 1mo ago |
| CICIDS18 (test) | IF | Backward Transfer20.23 | | 12 | 1mo ago |
| CICIDS17 (test) | OCSVM | Backward Transfer7.84 | | 12 | 1mo ago |
| UNSW (test) | | Backward Transfer626 | | 12 | 1mo ago |
| XIIoT (test) | | Backward Transfer-27.22 | | 12 | 1mo ago |
| ToN_IoT chronological (in-distribution) (test) | ThreatFormer-IDS | AUC-ROC99.4 | | 10 | 1mo ago |
| UNSW-NB15 zero-day withheld classes cross-domain (evaluation) | ZAID | Accuracy71.64 | | 10 | 1mo ago |
| UNSW-NB15 (test) | ZTA-FL | Accuracy (%)95.2 | | 10 | 1mo ago |
| Survival Spark | | Recall100 | | 10 | 1mo ago |
| CICIDS 2017 | KAN-LSTM | Accuracy99.28 | | 9 | 17d ago |
| CIC-IDS 2017 (test) | Het. Graph U-Nets | Accuracy (%)100 | | 9 | 1mo ago |
| CIDDS | GReaT LLM | Benign F199.2 | | 9 | 1mo ago |
| NF-UNSW-NB15 | Q-AGNN | Accuracy91.11 | | 8 | 24d ago |
