Malware Detection on macOS Malware Dataset (fat)
90.8TPR @ 1% FPRXGBoost-based macOS malware detector
Evaluation results
| Method | Links | |
|---|---|---|
| XGBoost-based macOS malware detectorFeatures=Our, Model=XGBOOST2026.06 | 90.8 | |
| RFFeatures=Our2026.06 | 89.38 | |
| MalConvInput=Raw byte sequences2026.06 | 81.77 | |
| XGBOOSTFeatures=Pajouh-based2026.06 | 78.05 | |
| DTFeatures=Our2026.06 | 77.35 | |
| RFFeatures=Pajouh-based2026.06 | 77.18 | |
| XGBOOSTFeatures=Thaeler2026.06 | 72.57 | |
| RFFeatures=Thaeler2026.06 | 71.93 | |
| DTFeatures=Pajouh-based2026.06 | 66.01 | |
| DTFeatures=Thaeler2026.06 | 65.48 |