ToN_IoT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Intrusion Detection | TON_IoT | Accuracy99.95 | 21 | |
| Attack Detection Robustness | TON_IoT | Attack F1 Score93.11 | 20 | |
| Intrusion Detection | ToN_IoT withheld-family zero-day protocol | Accuracy83.16 | 14 | |
| Intrusion Detection | ToN_IoT chronological (in-distribution) (test) | AUC-ROC99.4 | 10 | |
| Intrusion Detection | TON_IoT 5% | Macro-F197.87 | 7 | |
| Intrusion Detection | ToN_IoT Held-Out Attack Categories C_ood (test) | AUC-ROC97.1 | 5 | |
| Anomaly Detection | ToN_IoT universal model setting | Accuracy97.35 | 5 | |
| Network Traffic Generation | ToN_IoT (test) | CMD0.114 | 4 | |
| Multi-class Classification | TON_IoT | Accuracy (Fridge)99.51 | 3 | |
| Binary Classification | TON_IoT | Accuracy (Fridge)99.49 | 3 | |
| Determinism Verification | TON_IoT | Dataset Hash Match100 | 1 | |
| Data Processing Performance | TON_IoT | Processing Time (sec)892 | 1 |
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