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    A Survey on Adversarial Attacks for Malware Analysis by Kshitiz Aryal, Maanak Gupta, Mahmoud Abdelsalam, Pradip Kunwar, Bhavani Thuraisingham

    Published 2025-01-01
    “…Our survey addresses this gap by analyzing literature on adversarial evasion attacks published between 2013 and 2024, making it one of the first to systematically focus on malware-specific adversarial attacks in a detailed, self-contained manner. The paper will begin by introducing various machine-learning techniques used to generate adversarial malware samples, including the structural nuances of target files, which influence adversarial vulnerabilities. …”
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