Sparsity brings vulnerabilities: Exploring new metrics in backdoor attacks

Nowadays, using AI-based detectors to keep pace with the fast iterating of malware has attracted a great attention. However, most AI-based malware detectors use features with vast sparse subspaces to characterize applications, which brings significant vulnerabilities to the model. To exploit this sp...

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Main Authors: TIAN, Jianwen, QIU, Kefan, GAO, Debin, WANG, Zhi, KUANG, Xiaohui, ZHAO, Gang
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/8418
https://ink.library.smu.edu.sg/context/sis_research/article/9421/viewcontent/usenix_23.pdf
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Institution: Singapore Management University
Language: English