9004 Problems of information security. Computer systems Проблемы информационной безопасности. Компьютерные системы 2071-8217 5 Protection against adversarial attacks on malicious executable detection methods using machine learning algorithms Защита от состязательных атак на средства обнаружения вредоносных программ с использованием алгоритмов машинного обучения Marshev I. 0009-0002-7321-7430 Zhukovskii Evgeniy bugaev.va@edu.spbstu.ru 0000-0002-7485-4848 Aleksandrova Elena aleksandrova_eb@spbstu.ru Peter the Great St. Petersburg Polytechnic University 30 03 2021 1 50 54

Strength of malware detection methods based on machine learning algorithms has been analyzed. Adversarial attack for given methods has been developed. The method of robustness improvement of vulnerability detection methods has been proposed

 malware detection classification machine learning adversarial attack neural network static analysis