Malware Detection on macOS Malware Dataset multi-arch
98.5TPR @ 1% FPRXGBoost-based macOS malware detector
Evaluation results
| Method | Links | |
|---|---|---|
| XGBoost-based macOS malware detectorFeatures=Our, Model=XGBOOST2026.06 | 98.5 | |
| RFFeatures=Our2026.06 | 96.66 | |
| XGBOOSTFeatures=Pajouh-based2026.06 | 90.9 | |
| XGBOOSTFeatures=Thaeler2026.06 | 90.23 | |
| MalConvInput=Raw byte sequences2026.06 | 89.06 | |
| RFFeatures=Pajouh-based2026.06 | 88.62 | |
| DTFeatures=Our2026.06 | 85.9 | |
| RFFeatures=Thaeler2026.06 | 81.36 | |
| DTFeatures=Thaeler2026.06 | 72.61 | |
| DTFeatures=Pajouh-based2026.06 | 62.81 |