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26,098 papers · page 73 of 1,305

A Large Scale Study of AI-based Binary Function Similarity Detection Techniques for Security Researchers and Practitioners

Jingyi Shi, Yufeng Chen, Yang Xiao, Yuekang Li, Zhengzi Xu, Sihao Qiu, Chi Zhang, Keyu Qi + 5 more

Binary Function Similarity Detection (BFSD) is a foundational technique in software security, underpinning a wide range of applications including vulnerability detection, malware analysis. Recent advances in AI-based BFSD tools have led to significant performance improvements. Ho…

RAML: Toward Retrieval-Augmented Localization of Malicious Payloads in Android Apps

Tiezhu Sun, Marco Alecci, Yewei Song, Xunzhu Tang, Kisub Kim, Jordan Samhi, Tegawendé F. Bissyandé, Jacques Klein

Android malware detection and family classification have been extensively studied, yet localizing the exact malicious payloads within a detected sample remains a challenging and labor-intensive task. We propose RAML, a novel Retrieval-Augmented Malicious payload Localization pipe…