most citedInstance Attack:An Explanation-based Vulnerability Analysis Framework Against DNNs for Malware Detection

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cs.CR2022★ 1 cited

Instance Attack:An Explanation-based Vulnerability Analysis Framework Against DNNs for Malware Detection

Sun RuiJin, Guo ShiZe, Guo JinHong +4

Deep neural networks (DNNs) are increasingly being applied in malware detection and their robustness has been widely debated. Traditionally an adversarial example generation scheme…

cs.CR2022

SimCLF: A Simple Contrastive Learning Framework for Function-level Binary Embeddings

Sun RuiJin, Guo Shize, Guo Jinhong +4

Function-level binary code similarity detection is a crucial aspect of cybersecurity. It enables the detection of bugs and patent infringements in released software and plays a piv…