| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Alpaca OnlyTarget Short | PPL | TPR100 | 56 | 1mo ago | |
| Alpaca OnlyTarget Medium | PPL | TPR100 | 56 | 1mo ago | |
| CIC-IDS IID 2018 | PenTiDef | Accuracy97 | 48 | 1mo ago | |
| Alpaca AddTarget Medium | ConfGuard | TPR100 | 35 | 1mo ago | |
| Edge-IIoTset non-IID 40% Adversaries | PenTiDef | Detection Performance92 | 16 | 1mo ago | |
| Edge-IIoTset non-IID, 20% Adversaries | PenTiDef | Detection Performance94 | 16 | 1mo ago | |
| Edge-IIoTset non-IID 10% Adversaries | PenTiDef | Detection Rate95 | 16 | 1mo ago | |
| CIC-IDS 2018 (non-IID, 40% Adversaries) | FedCC | Detection Performance92 | 16 | 1mo ago | |
| CIC-IDS non-IID 20% Adversaries 2018 | FedCC | Detection Accuracy93 | 16 | 1mo ago | |
| CIC-IDS non-IID 10% Adversaries 2018 | PenTiDef | Detection Accuracy95 | 16 | 1mo ago |
