| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Edge-IIoTset | ZTA-FL | Accuracy97.2 | 84 | 4mo ago | |
| Edge-IIoTset | Accuracy99 | 48 | 4mo ago | ||
| CIC-IDS 2018 | PenTiDef | Accuracy98 | 48 | 1mo ago | |
| Edge-IIoTset (test) | 1D-CNN-IDS | Accuracy99.9 | 43 | 1mo ago | |
| CAR HACKING dataset | Precision99.99 | 36 | 4mo ago | ||
| NSL-KDD (test) | Recall99.2 | 35 | 1mo ago | ||
| UNSW-NB15 (test) | Imp.1: XGBoost-BalSamp | F1 Score95.29 | 33 | 18d ago | |
| Survival Sonata Dataset | Recall100 | 25 | 4mo ago | ||
| BoT-IoT (test) | MixGAN | Accuracy96.5 | 24 | 1mo ago | |
| UNSW-NB15 | MDE-IDS (LGB) | F1 Score99.27 | 24 | 25d ago | |
| TON_IoT | Fed. TAE + PPO + DT | Accuracy99.95 | 21 | 1mo ago | |
| Intrusion Detection in Internet of Vehicles dataset | Accuracy99.81 | 17 | 4mo ago | ||
| OpTC 051 | GRASP | ADP (Mean)100 | 16 | 2mo ago | |
| QUT-GOOSE ZSS 2023 (test) | MCC0.604 | 15 | 17d ago | ||
| ECU-IoFT 30% unseen (test) | PrivFly + SMOTE | Accuracy0.98 | 15 | 4mo ago | |
| ToN_IoT withheld-family zero-day protocol | ZAID | Accuracy83.16 | 14 | 4mo ago | |
| Survival Kia Dataset | Recall100 | 13 | 4mo ago | ||
| CICIDS 2017 | Accuracy99.97 | 12 | 25d ago | ||
| XIIoT, UNSW, CICIDS17, CICIDS18, WUSTL Aggregate (test) | SLAD | Avg Forward Transfer58.7 | 12 | 4mo ago | |
| WUSTL (test) | ADCN | Backward Transfer19.74 | 12 | 4mo ago | |
| CICIDS18 (test) | IF | Backward Transfer20.23 | 12 | 4mo ago | |
| CICIDS17 (test) | OCSVM | Backward Transfer7.84 | 12 | 4mo ago | |
| UNSW (test) | Backward Transfer626 | 12 | 4mo ago | ||
| XIIoT (test) | Backward Transfer-27.22 | 12 | 4mo ago | ||
| IoTID20 | A-THENA | Accuracy A93.83 | 11 | 3mo ago |
