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This paper presents results from the MSR 2021 Hackathon. Our team investigates files/projects that contain known security vulnerabilities and how widespread they are throughout repositories in open source software. These security…

Software Engineering · Computer Science 2021-03-24 David Reid , Kalvin Eng , Chris Bogart , Adam Tutko

Agile teams juggle multiple tasks so professionals are often assigned to multiple projects, especially in service organizations that monitor and maintain a large suite of software for a large user base. If we could predict changes in…

Software Engineering · Computer Science 2018-09-07 Rahul Krishna , Amritanshu Agrawal , Akond Rahman , Alexander Sobran , Tim Menzies

Bug localization is the task of recommending source code locations (typically files) that contain the cause of a bug and hence need to be changed to fix the bug. Along these lines, information retrieval-based bug localization (IRBL)…

Many automated program repair techniques have been proposed for fixing bugs. Some of these techniques use the information beyond the given buggy program and test suite to improve the quality of generated patches. However, there are several…

Software Engineering · Computer Science 2021-03-26 Shin Hwei Tan , Ziqiang Li , Lu Yan

Despite huge software engineering efforts and programming language support, resource and memory leaks are still a troublesome issue, even in memory-managed languages such as Java. Understanding the properties of leak-inducing defects, how…

Software Engineering · Computer Science 2019-12-17 Mohammadreza Ghanavati , Diego Costa , Janos Seboek , David Lo , Artur Andrzejak

Deep learning has gained substantial popularity in recent years. Developers mainly rely on libraries and tools to add deep learning capabilities to their software. What kinds of bugs are frequently found in such software? What are the root…

Software Engineering · Computer Science 2019-06-05 Md Johirul Islam , Giang Nguyen , Rangeet Pan , Hridesh Rajan

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

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

The utilization of third-party open-source libraries is widespread in modern software development. Due to the dependency relationships, vulnerabilities within open-source libraries pose significant security threats to downstream software.…

Software Engineering · Computer Science 2026-05-07 Liyou Chen , Hailong Sun , Xiang Gao , Lin Shi , Yixin Yang , Yi Xu

One of the most important tasks related to managing bug reports is localizing the fault so that a fix can be applied. As such, prior work has aimed to automate this task of bug localization by formulating it as an information retrieval…

Social network research has focused on hyperlink graphs, bibliographic citations, friend/follow patterns, influence spread, etc. Large software repositories also form a highly valuable networked artifact, usually in the form of a collection…

Information Retrieval · Computer Science 2021-01-22 Rima Hazra , Hardik Aggarwal , Pawan Goyal , Animesh Mukherjee , Soumen Chakrabarti

In software development, fixing bugs is an important task that is time consuming and cost-sensitive. While many approaches have been proposed to automatically detect and patch software code, the strategies are limited to a set of identified…

Software Engineering · Computer Science 2015-07-22 Tegawendé F. Bissyandé

Bug-fix benchmarks are essential for evaluating methodologies in automatic program repair (APR) and fault localization (FL). However, existing benchmarks, exemplified by Defects4J, need to evolve to incorporate recent bug-fixes aligned with…

Software Engineering · Computer Science 2024-11-04 André Silva , Nuno Saavedra , Martin Monperrus

Bug localization is a tedious activity in the bug fixing process in which a software developer tries to locate bugs in the source code described in a bug report. Since this process is time-consuming and requires additional knowledge about…

Software Engineering · Computer Science 2021-10-12 Benjamin Ledel , Steffen Herbold

Context: Contemporary code review tools are a popular choice for software quality assurance. Using these tools, reviewers are able to post a linkage between two patches during a review discussion. Large development teams that use a…

Software Engineering · Computer Science 2021-06-07 Dong Wang , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Open-source libraries are widely used by software developers to speed up the development of products, however, they can introduce security vulnerabilities, leading to incidents like Log4Shell. With the expanding usage of open-source…

Bug datasets consisting of real-world bugs are important artifacts for researchers and programmers, which lay empirical and experimental foundation for various SE/PL research such as fault localization, software testing, and program repair.…

Software Engineering · Computer Science 2022-07-05 Xuezhi Song , Yun Lin , Siang Hwee Ng , Yijian Wu , Xin Peng , Jin Song Dong , Hong Mei

Software auditing is an increasingly critical task in the era of rapid code generation. While LLM-based auditors have demonstrated strong potential, their effectiveness remains limited by misalignment with the highly complex,…

Software Engineering · Computer Science 2026-04-16 Jinyao Guo , Chengpeng Wang , Dominic Deluca , Jinjie Liu , Zhuo Zhang , Xiangyu Zhang

Fixing bugs is an important phase in software development and maintenance. In practice, the process of bug fixing may conflict with the release schedule. Such confliction leads to a trade-off between software quality and release schedule,…

Software Engineering · Computer Science 2017-04-18 Jifeng Xuan , Yan Hu , He Jiang

With the continuous growth in the scale and complexity of software systems, defect remediation has become increasingly difficult and costly. Automated defect prediction tools can proactively identify software changes prone to defects within…

Software Engineering · Computer Science 2025-05-14 Liguo Ji , Chenchen Li , Shenglin Wang , Furui Zhan