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Related papers: Identifying Bug Inducing Commits by Combining Faul…

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We consider repair tasks: given a critic (e.g., compiler) that assesses the quality of an input, the goal is to train a fixer that converts a bad example (e.g., code with syntax errors) into a good one (e.g., code with no syntax errors).…

Machine Learning · Computer Science 2021-06-23 Michihiro Yasunaga , Percy Liang

Typical security contests focus on breaking or mitigating the impact of buggy systems. We present the Build-it, Break-it, Fix-it (BIBIFI) contest, which aims to assess the ability to securely build software, not just break it. In BIBIFI,…

Cryptography and Security · Computer Science 2019-07-04 James Parker , Michael Hicks , Andrew Ruef , Michelle L. Mazurek , Dave Levin , Daniel Votipka , Piotr Mardziel , Kelsey R. Fulton

Bug prediction is a resource demanding task that is hard to automate using static source code analysis. In many fields of computer science, machine learning has proven to be extremely useful in tasks like this, however, for it to work we…

Software Engineering · Computer Science 2021-10-12 Tamás Aladics , Judit Jász , Rudolf Ferenc

As collaborative coding environments make it easier to contribute to software projects, the number of developers involved in these projects keeps increasing. This increase makes it more difficult for code reviewers to deal with buggy…

Software Engineering · Computer Science 2020-04-08 Filipe Falcão , Caio Barbosa , Baldoino Fonseca , Alessandro Garcia , Márcio Ribeiro , Rohit Ghey

Refactoring is a critical process in software development, aiming at improving the internal structure of code while preserving its external behavior. Refactoring engines are integral components of modern Integrated Development Environments…

Software Engineering · Computer Science 2024-09-24 Haibo Wang , Zhuolin Xu , Huaien Zhang , Nikolaos Tsantalis , Shin Hwei Tan

\'Sliwerski, Zimmermann, and Zeller (SZZ) just won the 2026 ACM SIGSOFT Impact Award for asking: When do changes induce fixes? Their paper from 2005 served as the foundation for a wide array of approaches aimed at identifying…

Software Engineering · Computer Science 2026-04-01 Niklas Risse , Marcel Böhme

Just-in-time defect prediction (JIT-DP) aims to predict the likelihood of code changes resulting in software defects at an early stage. Although code change metrics and semantic features have enhanced prediction accuracy, prior research has…

Software Engineering · Computer Science 2025-07-29 Feifei Niu , Junqian Shao , Christoph Mayr-Dorn , Liguo Huang , Wesley K. G. Assunção , Chuanyi Li , Jidong Ge , Alexander Egyed

Typical security contests focus on breaking or mitigating the impact of buggy systems. We present the Build-it Break-it Fix-it BIBIFI contest which aims to assess the ability to securely build software not just break it. In BIBIFI teams…

Cryptography and Security · Computer Science 2018-08-31 Andrew Ruef , Michael Hicks , James Parker , Dave Levin , Michelle L. Mazurek , Piotr Mardziel

Automated detection of vulnerability-fixing commits (VFCs) is critical for timely security patch deployment, as advisory databases lag patch releases by a median of 25 days and many fixes never receive advisories. We present a comprehensive…

Software Engineering · Computer Science 2026-05-14 Nils Loose , Joseph Bienhüls , Kristoffer Hempel , Felix Mächtle , Thomas Eisenbarth

The most common use of data visualization is to minimize the complexity for proper understanding. A graph is one of the most commonly used representations for understanding relational data. It produces a simplified representation of data…

Software Engineering · Computer Science 2022-01-26 Md Nadim , Debajyoti Mondal , Chanchal K. Roy

The art of finding software vulnerabilities has been covered extensively in the literature and there is a huge body of work on this topic. In contrast, the intentional insertion of exploitable, security-critical bugs has received little…

Cryptography and Security · Computer Science 2020-07-07 Jannik Pewny , Thorsten Holz

The SZZ algorithm represents a standard way to identify bug fixing commits as well as inducing counterparts. It forms the basis for data sets used in numerous empirical studies. Since its creation, multiple extensions have been proposed to…

Software Engineering · Computer Science 2022-09-29 Peter Bludau , Alexander Pretschner

Code comments are essential for clarifying code functionality, improving readability, and facilitating collaboration among developers. Despite their importance, comments often become outdated, leading to inconsistencies with the…

Software Engineering · Computer Science 2024-09-18 Shiva Radmanesh , Aaron Imani , Iftekhar Ahmed , Mohammad Moshirpour

Software repositories such as Git have become a relevant source of information for software engineer researcher. For instance, the detection of Commits that fulfill a given criterion (e.g., bugfixing commits) is one of the most frequent…

Software Engineering · Computer Science 2019-06-11 Matias Martinez , Martin Monperrus

The software industry is experiencing a surge in the adoption of Continuous Integration (CI) practices, both in commercial and open-source environments. CI practices facilitate the seamless integration of code changes by employing automated…

Software Engineering · Computer Science 2024-05-17 Hajer Mhalla , Mohamed Aymen Saied

One single code change can significantly influence a wide range of software systems and their users. For example, 1) adding a new feature can spread defects in several modules, while 2) changing an API method can improve the performance of…

Software Engineering · Computer Science 2016-06-13 Daoyuan Li , Li Li , Dongsun Kim , Tegawendé F. Bissyandé , David Lo , Yves Le Traon

The problem of software fault localization may be viewed as an approach for finding hidden faults or bugs in the existing program codes which are syntactically correct and give fault free output for some input instances but fail for all…

Software Engineering · Computer Science 2016-05-09 Vangipuram Radhakrishna

The Just-In-Time defect prediction model helps development teams improve software quality and efficiency by assessing whether code changes submitted by developers are likely to introduce defects in real-time, allowing timely identification…

Software Engineering · Computer Science 2025-05-05 Jiaqi Zhang , Shikai Guo , Hui Li , Chenchen Li , Yu Chai , Rong Chen

For predicting software defects at an early stage, researchers have proposed just-in-time defect prediction (JIT-DP) to identify potential defects in code commits. The prevailing approaches train models to represent code changes in history…

Software Engineering · Computer Science 2024-10-17 Yuze Jiang , Beijun Shen , Xiaodong Gu

Software Fault Localization refers to the activity of finding code elements (e.g., statements) that are related to a software failure. The state-of-the-art fault localization techniques, however, produce coarse-grained results that can…

Software Engineering · Computer Science 2021-11-16 Shangwen Wang , Kui Liu , Bo Lin , Li Li , Jacques Klein , Xiaoguang Mao , Tegawendé F. Bissyandé