Malware Detection on macOS Malware Dataset x86-64
96.87TPR @ 1% FPRXGBoost-based macOS malware detector
Evaluation results
| Method | Links | |
|---|---|---|
| XGBoost-based macOS malware detectorFeatures=Our, Model=XGBOOST2026.06 | 96.87 | |
| RFFeatures=Our2026.06 | 92.28 | |
| XGBOOSTFeatures=Pajouh-based2026.06 | 88.44 | |
| RFFeatures=Pajouh-based2026.06 | 87.68 | |
| XGBOOSTFeatures=Thaeler2026.06 | 86.78 | |
| MalConvInput=Raw byte sequences2026.06 | 82.04 | |
| RFFeatures=Thaeler2026.06 | 81.26 | |
| DTFeatures=Our2026.06 | 39.11 | |
| DTFeatures=Thaeler2026.06 | 38.15 | |
| DTFeatures=Pajouh-based2026.06 | 37.38 |