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Industrial Control Systems (ICS) rely heavily on Programmable Logic Controllers (PLCs) to manage critical infrastructure, yet analyzing PLC executables remains challenging due to diverse proprietary compilers and limited access to source…

Software Engineering · Computer Science 2025-02-28 Yonatan Gizachew Achamyeleh , Shih-Yuan Yu , Gustavo Quirós Araya , Mohammad Abdullah Al Faruque

While third-party libraries are extensively reused to enhance productivity during software development, they can also introduce potential security risks such as vulnerability propagation. Software composition analysis, proposed to identify…

Software Engineering · Computer Science 2024-08-27 Ling Jiang , Junwen An , Huihui Huang , Qiyi Tang , Sen Nie , Shi Wu , Yuqun Zhang

Binary code analysis plays a pivotal role in the field of software security and is widely used in tasks such as software maintenance, malware detection, software vulnerability discovery, patch analysis, etc. However, unlike source code,…

Software Engineering · Computer Science 2025-05-01 Xiuwei Shang , Zhenkan Fu , Shaoyin Cheng , Guoqiang Chen , Gangyang Li , Li Hu , Weiming Zhang , Nenghai Yu

The security of Industrial Control Systems (ICS) has been attracting increased attention over the past years, following the discovery of real threats targeting industrial environments. Despite this attention, automation of the reverse…

Cryptography and Security · Computer Science 2020-01-20 Anastasis Keliris , Michail Maniatakos

Binary code analysis plays a pivotal role in various software security applications, such as software maintenance, malware detection, software vulnerability discovery, patch analysis, etc. However, unlike source code, understanding binary…

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

Automatically generating function summaries for binaries is an extremely valuable but challenging task, since it involves translating the execution behavior and semantics of the low-level language (assembly code) into human-readable natural…

Programming Languages · Computer Science 2023-10-27 Tong Ye , Lingfei Wu , Tengfei Ma , Xuhong Zhang , Yangkai Du , Peiyu Liu , Shouling Ji , Wenhai Wang

Binary analysis plays a pivotal role in security domains such as malware detection and vulnerability discovery, yet it remains labor-intensive and heavily reliant on expert knowledge. General-purpose large language models (LLMs) perform…

Cryptography and Security · Computer Science 2025-05-23 Guoqiang Chen , Huiqi Sun , Daguang Liu , Zhiqi Wang , Qiang Wang , Bin Yin , Lu Liu , Lingyun Ying

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

Static and dynamic binary analysis techniques are actively used to reverse engineer software's behavior and to detect its vulnerabilities, even when only the binary code is available for analysis. To avoid analysis errors due to misreading…

Cryptography and Security · Computer Science 2021-08-24 Sami Kairajärvi , Andrei Costin , Timo Hämäläinen

Cyber security risk assessments provide a pivotal starting point towards the understanding of existing risk exposure, through which suitable mitigation strategies can be formed. Where risk is viewed as a product of threat, vulnerability,…

Cryptography and Security · Computer Science 2023-01-31 Sam Maesschalck , Alexander Staves , Richard Derbyshire , Benjamin Green , David Hutchison

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…

Tackling binary program analysis problems has traditionally implied manually defining rules and heuristics, a tedious and time-consuming task for human analysts. In order to improve automation and scalability, we propose an alternative…

Cryptography and Security · Computer Science 2021-05-25 Shushan Arakelyan , Sima Arasteh , Christophe Hauser , Erik Kline , Aram Galstyan

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

Security experts reverse engineer (decompile) binary code to identify critical security vulnerabilities. The limited access to source code in vital systems - such as firmware, drivers, and proprietary software used in Critical…

Cryptography and Security · Computer Science 2024-11-08 Dylan Manuel , Nafis Tanveer Islam , Joseph Khoury , Ana Nunez , Elias Bou-Harb , Peyman Najafirad

Binary analysis remains pivotal in software security, offering insights into compiled programs without source code access. As large language models (LLMs) continue to excel in diverse language understanding and generation tasks, their…

Software Engineering · Computer Science 2025-05-13 Xiuwei Shang , Guoqiang Chen , Shaoyin Cheng , Benlong Wu , Li Hu , Gangyang Li , Weiming Zhang , Nenghai Yu

Binary decompilation aims to recover binaries into high-level source code, but existing evaluations mainly rely on syntactic similarity or single-axis readability metrics, which fail to capture practical reusability. We propose a…

Software Engineering · Computer Science 2026-05-29 Puzhuo Liu , Yuhan Huang , Jianlei Chi , Peng Di , Yu Jiang

Binary code clone analysis is an important technique which has a wide range of applications in software engineering (e.g., plagiarism detection, bug detection). The main challenge of the topic lies in the semantics-equivalent code…

Software Engineering · Computer Science 2018-08-21 Yikun Hu , Yuanyuan Zhang , Juanru Li , Hui Wang , Bodong Li , Dawu Gu

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

The reuse of code fragments by copying and pasting is widely practiced in software development and results in code clones. Cloning is considered an anti-pattern as it negatively affects program correctness and increases maintenance efforts.…

Software Engineering · Computer Science 2018-06-26 Hannes Thaller , Rudolf Ramler , Josef Pichler , Alexander Egyed

Understanding binary code is an essential but complex software engineering task for reverse engineering, malware analysis, and compiler optimization. Unlike source code, binary code has limited semantic information, which makes it…

Software Engineering · Computer Science 2022-10-12 Yifan Zhang
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