Are Machine Learning Models for Malware Detection Ready for Prime Time?

IEEE Security & Privacy(2023)

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摘要
We investigate why the performance of machine learning models for malware detection observed in a lab setting often cannot be reproduced in practice. We discuss how to set up experiments mimicking a practical deployment and how to measure the robustness of a model over time.
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关键词
malware detection ready,machine learning models,machine learning,prime time
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