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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…

Cryptography and Security · Computer Science 2025-11-04 Jingyi Shi , Yufeng Chen , Yang Xiao , Yuekang Li , Zhengzi Xu , Sihao Qiu , Chi Zhang , Keyu Qi , Yeting Li , Xingchu Chen , Yanyan Zou , Yang Liu , Wei Huo

Binary Code Similarity Analysis (BCSA) has a wide spectrum of applications, including plagiarism detection, vulnerability discovery, and malware analysis, thus drawing significant attention from the security community. However, conventional…

Cryptography and Security · Computer Science 2024-10-15 Fei Zuo , Cody Tompkins , Qiang Zeng , Lannan Luo , Yung Ryn Choe , Junghwan Rhee

Binary code similarity detection (BCSD) is a fundamental technique for various application. Many BCSD solutions have been proposed recently, which mostly are embedding-based, but have shown limited accuracy and efficiency especially when…

Software Engineering · Computer Science 2024-03-01 Hao Wang , Zeyu Gao , Chao Zhang , Mingyang Sun , Yuchen Zhou , Han Qiu , Xi Xiao

Binary similarity detection is a critical technique that has been applied in many real-world scenarios where source code is not available, e.g., bug search, malware analysis, and code plagiarism detection. Existing works are ineffective in…

Cryptography and Security · Computer Science 2023-08-04 Zian Liu , Zhi Zhang , Siqi Ma , Dongxi Liu , Jun Zhang , Chao Chen , Shigang Liu , Muhammad Ejaz Ahmed , Yang Xiang

Binary code similarity detection (BCSD) is widely used in various binary analysis tasks such as vulnerability search, malware detection, clone detection, and patch analysis. Recent studies have shown that the learning-based binary code…

Cryptography and Security · Computer Science 2025-02-21 Yeming Gu , Hui Shu , Fei Kang , Fan Hu

Binary analysis is a core component of many critical security tasks, including reverse engineering, malware analysis, and vulnerability detection. Manual analysis is often time-consuming, but identifying commonly-used or previously-seen…

Machine Learning · Computer Science 2024-10-31 Rebecca Saul , Chang Liu , Noah Fleischmann , Richard Zak , Kristopher Micinski , Edward Raff , James Holt

Binary Function Similarity (BFS), the problem of determining whether two binary functions originate from the same source code, has been extensively studied in recent research across security, software engineering, and machine learning…

Cryptography and Security · Computer Science 2026-02-24 Gianluca Capozzi , Anna Paola Giancaspro , Fabio Petroni , Leonardo Querzoni , Giuseppe Antonio Di Luna

Binary Code Similarity Detection (BCSD) is not only essential for security tasks such as vulnerability identification but also for code copying detection, yet it remains challenging due to binary stripping and diverse compilation…

Cryptography and Security · Computer Science 2025-04-24 Li Zhou , Marc Dacier , Charalambos Konstantinou

Binary code similarity comparison is a methodology for identifying similar or identical code fragments in binary programs. It is indispensable in fields of software engineering and security, which has many important applications (e.g.,…

Cryptography and Security · Computer Science 2019-07-03 Yikun Hu , Hui Wang , Yuanyuan Zhang , Bodong Li , Dawu Gu

Binary code similarity detection (BCSD) serves as a fundamental technique for various software engineering tasks, e.g., vulnerability detection and classification. Attacks against such models have therefore drawn extensive attention, aiming…

Cryptography and Security · Computer Science 2025-06-09 Mingjie Chen , Tiancheng Zhu , Mingxue Zhang , Yiling He , Minghao Lin , Penghui Li , Kui Ren

Binary code similarity detection is a core task in reverse engineering. It supports malware analysis and vulnerability discovery by identifying semantically similar code in different contexts. Modern methods have progressed from manually…

Artificial Intelligence · Computer Science 2025-09-30 Charles E. Gagnon , Steven H. H. Ding , Philippe Charland , Benjamin C. M. Fung

AI-powered binary code similarity detection (BinSD), which transforms intricate binary code comparison to the distance measure of code embedding through neural networks, has been widely applied to program analysis. However, due to the…

Software Engineering · Computer Science 2024-10-11 Lirong Fu , Peiyu Liu , Wenlong Meng , Kangjie Lu , Shize Zhou , Xuhong Zhang , Wenzhi Chen , Shouling Ji

Binary Code Similarity Detection (BCSD) plays a crucial role in numerous fields, including vulnerability detection, malware analysis, and code reuse identification. As IoT devices proliferate and rapidly evolve, their highly heterogeneous…

Software Engineering · Computer Science 2024-10-25 Xiuwei Shang , Li Hu , Shaoyin Cheng , Guoqiang Chen , Benlong Wu , Weiming Zhang , Nenghai Yu

Binary code similarity analysis (BCSA) is widely used for diverse security applications, including plagiarism detection, software license violation detection, and vulnerability discovery. Despite the surging research interest in BCSA, it is…

Software Engineering · Computer Science 2022-07-08 Dongkwan Kim , Eunsoo Kim , Sang Kil Cha , Sooel Son , Yongdae Kim

Binary code similarity detection (BCSD) has various applications, including but not limited to vulnerability detection, plagiarism detection, and malware detection. Previous research efforts mainly focus on transforming binary code to…

Cryptography and Security · Computer Science 2023-06-27 Chensen Huang , Guibo Zhu , Guojing Ge , Taihao Li , Jinqiao Wang

The binary similarity problem consists in determining if two functions are similar by only considering their compiled form. Advanced techniques for binary similarity recently gained momentum as they can be applied in several fields, such as…

Cryptography and Security · Computer Science 2019-12-20 Luca Massarelli , Giuseppe Antonio Di Luna , Fabio Petroni , Leonardo Querzoni , Roberto Baldoni

Program similarity has become an increasingly popular area of research with various security applications such as plagiarism detection, author identification, and malware analysis. However, program similarity research faces a few unique…

Cryptography and Security · Computer Science 2024-05-07 Alexander Interrante-Grant , Michael Wang , Lisa Baer , Ryan Whelan , Tim Leek

Visual similarities discovery (VSD) is an important task with broad e-commerce applications. Given an image of a certain object, the goal of VSD is to retrieve images of different objects with high perceptual visual similarity. Although…

Computer Vision and Pattern Recognition · Computer Science 2023-08-29 Oren Barkan , Tal Reiss , Jonathan Weill , Ori Katz , Roy Hirsch , Itzik Malkiel , Noam Koenigstein

Security of software supply chains is necessary to ensure that software updates do not contain maliciously injected code or introduce vulnerabilities that may compromise the integrity of critical infrastructure. Verifying the integrity of…

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 pivotal role in preventing supply chain attacks. A practical…

Cryptography and Security · Computer Science 2023-12-27 Sun RuiJin , Guo Shize , Guo Jinhong , Li Wei , Zhan Dazhi , Sun Meng , Pan Zhisong
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