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Related papers: Code-Centric Detection of Vulnerability-Fixing Com…

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Training machine learning approaches for vulnerability identification and producing reliable tools to assist developers in implementing quality software -- free of vulnerabilities -- is challenging due to the lack of large datasets and real…

Cryptography and Security · Computer Science 2021-10-20 Sofia Reis , Rui Abreu

Modern software relies on a multitude of automated testing and quality assurance tools to prevent errors, bugs and potential vulnerabilities. This study sets out to provide a head-to-head, quantitative and qualitative evaluation of six…

Software Engineering · Computer Science 2025-08-07 Damian Gnieciak , Tomasz Szandala

Despite much recent interest in compiler randomized testing (fuzzing), the practical impact of fuzzer-found compiler bugs on real-world applications has barely been assessed. We present the first quantitative and qualitative study of the…

Software Engineering · Computer Science 2019-09-06 Michaël Marcozzi , Qiyi Tang , Alastair F. Donaldson , Cristian Cadar

High-quality and large-scale repositories of real bugs and their concise patches collected from real-world applications are critical for research in software engineering community. In such a repository, each real bug is explicitly…

Software Engineering · Computer Science 2021-03-02 Yanjie Jiang , Hui Liu , Nan Niu , Lu Zhang , Yamin Hu

Software vulnerabilities often persist or re-emerge even after being fixed, revealing the complex interplay between code evolution and socio-technical factors. While source code metrics provide useful indicators of vulnerabilities, software…

Software Engineering · Computer Science 2026-01-21 Samiha Shimmi , Nicholas M. Synovic , Mona Rahimi , George K. Thiruvathukal

Software vulnerabilities are constantly being reported and exploited in software products, causing significant impacts on society. In recent years, the main approach to vulnerability detection, fuzzing, has been integrated into the…

Software Engineering · Computer Science 2025-10-21 Tatsuya Shirai , Olivier Nourry , Yutaro Kashiwa , Kenji Fujiwara , Yasutaka Kamei , Hajimu Iida

Code security and usability are both essential for various coding assistant applications driven by large language models (LLMs). Current code security benchmarks focus solely on single evaluation task and paradigm, such as code completion…

Computation and Language · Computer Science 2025-05-16 Yutao Mou , Xiao Deng , Yuxiao Luo , Shikun Zhang , Wei Ye

With the increasing reliance on Open Source Software, users are exposed to third-party library vulnerabilities. Software Composition Analysis (SCA) tools have been created to alert users of such vulnerabilities. SCA requires the…

After working for some time, developers commit their code changes to a version control system. When doing so, they often bundle unrelated changes (e.g., bug fix and refactoring) in a single commit, thus creating a so-called tangled commit.…

Software Engineering · Computer Science 2015-02-25 Martín Dias , Alberto Bacchelli , Georgios Gousios , Damien Cassou , Stéphane Ducasse

Software Composition Analysis (SCA) has become pivotal in addressing vulnerabilities inherent in software project dependencies. In particular, reachability analysis is increasingly used in Open-Source Software (OSS) projects to identify…

Software Engineering · Computer Science 2025-06-25 Lyuye Zhang , Jian Zhang , Kaixuan Li , Chong Wang , Chengwei Liu , Jiahui Wu , Sen Chen , Yaowen Zheng , Yang Liu

Code vulnerability detection is crucial for ensuring the security and reliability of modern software systems. Recently, Large Language Models (LLMs) have shown promising capabilities in this domain. However, notable discrepancies in…

Software Engineering · Computer Science 2025-09-19 Zhihong Sun , Jia Li , Yao Wan , Chuanyi Li , Hongyu Zhang , Zhi jin , Ge Li , Hong Liu , Chen Lyu , Songlin Hu

This paper describes AutoFix, an automatic debugging technique that can fix faults in general-purpose software. To provide high-quality fix suggestions and to enable automation of the whole debugging process, AutoFix relies on the presence…

Software Engineering · Computer Science 2014-05-22 Yu Pei , Carlo A. Furia , Martin Nordio , Yi Wei , Bertrand Meyer , Andreas Zeller

File-level defect prediction models traditionally rely on product and process metrics. While process metrics effectively complement product metrics, they often overlook commit size the number of files changed per commit despite its strong…

Software Engineering · Computer Science 2026-04-02 Amit Kumar , Ethari Hrishikesh , Sonali Agarwal

Source code is changed for a reason, e.g., to adapt, correct, or adapt it. This reason can provide valuable insight into the development process but is rarely explicitly documented when the change is committed to a source code repository.…

Software Engineering · Computer Science 2021-05-03 Sebastian Hönel , Morgan Ericsson , Welf Löwe , Anna Wingkvist

The absolute majority of software today is developed collaboratively using collaborative version control tools such as Git. It is a common practice that once a vulnerability is detected and fixed, the developers behind the software issue a…

Cryptography and Security · Computer Science 2023-02-07 Nitzan Farhi , Noam Koenigstein , Yuval Shavitt

Commit Classification (CC) is an important task in software maintenance, which helps software developers classify code changes into different types according to their nature and purpose. It allows developers to understand better how their…

Software Engineering · Computer Science 2023-08-17 Jiajun Tong , Zhixiao Wang , Xiaobin Rui

Open-source code is pervasive. In this setting, embedded vulnerabilities are spreading to downstream software at an alarming rate. While such vulnerabilities are generally identified and addressed rapidly, inconsistent maintenance policies…

Cryptography and Security · Computer Science 2024-11-27 Xunzhu Tang , Zhenghan Chen , Kisub Kim , Haoye Tian , Saad Ezzini , Jacques Klein

Software vulnerabilities bear enterprises significant costs. Despite extensive efforts in research and development of software vulnerability detection methods, uncaught vulnerabilities continue to put software owners and users at risk. Many…

As Large Language Models shift the programming toward human-guided ''vibe coding'', agentic coding tools increasingly rely on models to self-diagnose and repair their own subtle faults -- a capability central to autonomous software…

Software Engineering · Computer Science 2026-03-18 Srijan Bansal , Jiao Fangkai , Yilun Zhou , Austin Xu , Shafiq Joty , Semih Yavuz

In software development and maintenance, code comments can help developers understand source code, and improve communication among developers. However, developers sometimes neglect to update the corresponding comment when changing the code,…

Software Engineering · Computer Science 2024-03-04 Yuan Huang , Yinan Chen , Xiangping Chen , Xiaocong Zhou