Adversarial Attacks Against Binary Similarity Systems

Binary analysis has become essential for software inspection and security assessment. As the number of software-driven devices grows, research is shifting towards autonomous solutions using deep learning models. In this context, a hot topic is the binary similarity problem, which involves determinin...

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Veröffentlicht in:	IEEE access 2024, Vol.12, p.161247-161269
Hauptverfasser:	Capozzi, Gianluca, Cono D'Elia, Daniele, Antonio Di Luna, Giuseppe, Querzoni, Leonardo
Format:	Artikel
Sprache:	eng
Schlagworte:	Adversarial attacks Assembly binary analysis binary code models Binary codes binary similarity Black boxes black-box attacks Closed box Context Deep learning Glass box greedy Malware Optimization Perturbation methods Resilience Similarity solutions Software Source code Threat modeling Vectors white-box attacks
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