Malware Detection on macOS Malware Dataset (arm64)
97.07TPR @ 1% FPRXGBoost-based macOS malware detector
Evaluation results
| Method | Links | |
|---|---|---|
| XGBoost-based macOS malware detectorFeatures=Our, Model=XGBOOST2026.06 | 97.07 | |
| RFFeatures=Our2026.06 | 95.09 | |
| XGBOOSTFeatures=Pajouh-based2026.06 | 82.86 | |
| DTFeatures=Our2026.06 | 81.4 | |
| RFFeatures=Pajouh-based2026.06 | 80.91 | |
| MalConvInput=Raw byte sequences2026.06 | 79.81 | |
| XGBOOSTFeatures=Thaeler2026.06 | 69.25 | |
| RFFeatures=Thaeler2026.06 | 69.14 | |
| DTFeatures=Pajouh-based2026.06 | 66.43 | |
| DTFeatures=Thaeler2026.06 | 40.77 |