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The source code of a program not only defines its semantics but also contains subtle clues that can identify its author. Several studies have shown that these clues can be automatically extracted using machine learning and allow for…

Cryptography and Security · Computer Science 2024-04-11 Micha Horlboge , Erwin Quiring , Roland Meyer , Konrad Rieck

There are many occasions in which the security community is interested to discover the authorship of malware binaries, either for digital forensics analysis of malware corpora or for thwarting live threats of malware invasion. Such a…

Cryptography and Security · Computer Science 2017-01-11 Saed Alrabaee , Paria Shirani , Mourad Debbabi , Lingyu Wang

Program authorship attribution has implications for the privacy of programmers who wish to contribute code anonymously. While previous work has shown that complete files that are individually authored can be attributed, we show here for the…

Attributing a piece of malware to its creator typically requires threat intelligence. Binary attribution increases the level of difficulty as it mostly relies upon the ability to disassemble binaries to identify authorship style. Our survey…

Cryptography and Security · Computer Science 2021-01-19 Jason Gray , Daniele Sgandurra , Lorenzo Cavallaro

When writing source code, programmers have varying levels of freedom when it comes to the creation and use of identifiers. Do they habitually use the same identifiers, names that are different to those used by others? Is it then possible to…

Software Engineering · Computer Science 2021-02-01 Georgia Frantzeskou , Stephen G. MacDonell , Efstathios Stamatatos , Stelios Georgiou , Stefanos Gritzalis

Vulnerability prediction is valuable in identifying security issues efficiently, even though it requires the source code of the target software system, which is a restrictive hypothesis. This paper presents an experimental study to predict…

Cryptography and Security · Computer Science 2025-04-01 D. Cotroneo , F. C. Grasso , R. Natella , V. Orbinato

Binary code authorship identification determines authors of a binary program. Existing techniques have used supervised machine learning for this task. In this paper, we look this problem from an attacker's perspective. We aim to modify a…

Cryptography and Security · Computer Science 2018-11-08 Xiaozhu Meng , Barton P. Miller , Somesh Jha

Binary authorship analysis is a significant problem in many software engineering applications. In this paper, we formulate a binary authorship verification task to accurately reflect the real-world working process of software forensic…

Software Engineering · Computer Science 2022-03-10 Qige Song , Yongzheng Zhang , Linshu Ouyang , Yige Chen

Programmer attribution seeks to identify or verify the author of a source code artifact using stylistic, structural, or behavioural characteristics. This problem has been studied across software engineering, security, and digital forensics,…

Software Engineering · Computer Science 2026-03-13 Marek Horvath , Emilia Pietrikova , Diomidis Spinellis

Authorship attribution has become increasingly accurate, posing a serious privacy risk for programmers who wish to remain anonymous. In this paper, we introduce SHIELD to examine the robustness of different code authorship attribution…

Cryptography and Security · Computer Science 2023-04-27 Mohammed Abuhamad , Changhun Jung , David Mohaisen , DaeHun Nyang

Code style is an aesthetic choice exhibited in source code that reflects programmers individual coding habits. This study is the first to investigate whether code style can be used as an indicator to identify good programmers. Data from…

Software Engineering · Computer Science 2024-09-02 Rafed Muhammad Yasir , Ahmedul Kabir

In software reverse engineering, decompilation is the process of recovering source code from binary files. Decompilers are used when it is necessary to understand or analyze software for which the source code is not available. Although…

Software Engineering · Computer Science 2021-02-25 Javier Escalada , Ted Scully , Francisco Ortin

Authorship attribution (i.e., determining who is the author of a piece of source code) is an established research topic. State-of-the-art results for the authorship attribution problem look promising for the software engineering field,…

Software Engineering · Computer Science 2021-06-22 Egor Bogomolov , Vladimir Kovalenko , Yurii Rebryk , Alberto Bacchelli , Timofey Bryksin

Reverse engineering of binary executables is a critical problem in the computer security domain. On the one hand, malicious parties may recover interpretable source codes from the software products to gain commercial advantages. On the…

Programming Languages · Computer Science 2019-07-01 Cheng Fu , Huili Chen , Haolan Liu , Xinyun Chen , Yuandong Tian , Farinaz Koushanfar , Jishen Zhao

Protecting source code against reverse engineering and theft is an important problem. The goal is to carry out computations using confidential algorithms on an untrusted party while ensuring confidentiality of algorithms. This problem has…

Cryptography and Security · Computer Science 2016-12-13 Johannes Schneider , Thomas Locher

Much software, whether beneficent or malevolent, is distributed only as binaries, sans source code. Absent source code, understanding binaries' behavior can be quite challenging, especially when compiled under higher levels of compiler…

Software Engineering · Computer Science 2021-09-20 Toufique Ahmed , Premkumar Devanbu , Anand Ashok Sawant

Source code segment authorship identification is the task of identifying the author of a source code segment through supervised learning. It has vast importance in plagiarism detection, digital forensics, and several other law enforcement…

Software Engineering · Computer Science 2022-12-13 Parvez Mahbub , Naz Zarreen Oishie , S M Rafizul Haque

Decompilation -- recovering source code from compiled binaries -- is essential for security analysis, malware reverse engineering, and legacy software maintenance. However, existing decompilers produce code that often fails to compile or…

Software Engineering · Computer Science 2026-05-05 Yifan Zhang , Xiaohan Wang , Yueke Zhang , Yu Huang , Kevin Leach

Decompilation aims to recover the source code form of a binary executable. It has many security applications, such as malware analysis, vulnerability detection, and code hardening. A prominent challenge in decompilation is to recover…

Software Engineering · Computer Science 2024-12-10 Xiangzhe Xu , Zhuo Zhang , Zian Su , Ziyang Huang , Shiwei Feng , Yapeng Ye , Nan Jiang , Danning Xie , Siyuan Cheng , Lin Tan , Xiangyu Zhang

Source Code Authorship Attribution (SCAA) is crucial for software classification because it provides insights into the origin and behavior of software. By accurately identifying the author or group behind a piece of code, experts can better…

Software Engineering · Computer Science 2024-07-01 Bhaskar Joshi , Sepideh HajiHossein Khani , Arash HabibiLashkari
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