| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIC-Darknet 2020 | AdaptiveNAD | Accuracy98.24 | 11 | 2d ago | |
| CIC-IDS 2017 | GSAGE+RF | Accuracy99.69 | 9 | 3mo ago | |
| Edge-IIoTset | AdaptiveNAD | Accuracy (Acc)93.71 | 6 | 2d ago | |
| NSL-KDD | AdaptiveNAD | Accuracy87.56 | 5 | 2d ago | |
| Real-life network ARP calls 10M 362 nodes 42 weeks | LightGBM + EVT | Precision58.5 | 5 | 1mo ago | |
| UNSW-NB15 5.76% Contamination | CBLOF | Accuracy97.63 | 4 | 1mo ago | |
| UNSW-NB15 (3.36% Contamination) | AutoGraphAD | Accuracy97.67 | 4 | 1mo ago | |
| UNSW-NB15 0% Contamination | AutoGraphAD | Accuracy97.69 | 4 | 1mo ago |
