| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SC-Inject-Bench Traffic-level | FPR0 | 8 | 11d ago | ||
| Overall Performance with drift | MalMoE | Accuracy96.58 | 5 | 1mo ago | |
| Overall Performance without drift | MalMoE | ACC97.16 | 5 | 1mo ago | |
| Synthetic (with drift) | MalMoE | ACC93.76 | 5 | 1mo ago | |
| Synthetic (without drift) | MalMoE | Accuracy98.8 | 5 | 1mo ago | |
| UNSW-NB15 (with drift) | MalMoE | Accuracy0.9964 | 5 | 1mo ago | |
| UNSW-NB15 (without drift) | MalMoE | Accuracy99.67 | 5 | 1mo ago | |
| BoT-IoT with drift | MalMoE | Accuracy99.47 | 5 | 1mo ago | |
| BoT-IoT without drift | MalMoE | Accuracy99.77 | 5 | 1mo ago | |
| ToN-IoT with drift | MalMoE | ACC90.11 | 5 | 1mo ago | |
| ToN-IoT (without drift) | Accuracy94.37 | 5 | 1mo ago | ||
| CIC-IDS 2018 (with drift) | MalMoE | Accuracy99.93 | 5 | 1mo ago | |
| CIC-IDS without drift 2018 | MalMoE | Accuracy99.7 | 5 | 1mo ago | |
| 400GB Zero-Trust Adversarial Corpus (Held-Out) | AEGIS | TPR99.5 | 1 | 15d ago |
