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Automatic program repair (APR) aims to reduce the cost of manually fixing software defects. However, APR suffers from generating a multitude of overfitting patches, those patches that fail to correctly repair the defect beyond making the…

软件工程 · 计算机科学 2021-08-09 He Ye , Jian Gu , Matias Martinez , Thomas Durieux , Martin Monperrus

In the open source software (OSS) ecosystem, there exists a complex software supply chain, where developers upstream and downstream widely borrow and reuse code. This results in the widespread occurrence of recurring defects, missing fixes,…

密码学与安全 · 计算机科学 2024-01-31 Fuwei Wang , Yongzhi Liu , Zhiqiang Dong

Detecting and fixing bugs are two of the most important yet frustrating parts of the software development cycle. Existing bug detection tools are based mainly on static analyzers, which rely on mathematical logic and symbolic reasoning…

计算与语言 · 计算机科学 2021-10-04 Dawn Drain , Chen Wu , Alexey Svyatkovskiy , Neel Sundaresan

Coding agents are increasingly deployed to autonomously maintain software, including to resolve user-reported issues: a bug report comes in and the agent creates a patch to address it. However, in any real-world deployment, they will…

软件工程 · 计算机科学 2026-05-11 Thibaud Gloaguen , Niels Mündler , Mark Müller , Veselin Raychev , Martin Vechev

Automatic patch generation can significantly reduce the window of exposure after a vulnerability is disclosed. Towards this goal, a long-standing problem has been that of patch localization: to find a program point at which a patch can be…

密码学与安全 · 计算机科学 2020-08-12 Shiqi Shen , Aashish Kolluri , Zhen Dong , Prateek Saxena , Abhik Roychoudhury

Issue tracking systems serve as the primary tool for incorporating external users and customizing a software project to meet the users' requirements. However, the limited number of contributors and the challenge of identifying the best…

软件工程 · 计算机科学 2024-02-07 Joy Krishan Das , Saikat Mondal , Chanchal K. Roy

Developers create software branches for tentative feature addition and bug fixing, and periodically merge branches to release software with new features or repairing patches. When the program edits from different branches textually overlap…

软件工程 · 计算机科学 2021-03-04 Bowen Shen , Cihan Xiao , Na Meng , Fei He

Automated Program Repair (APR) can reduce the time developers spend debugging, allowing them to focus on other aspects of software development. Automatically generated bug patches are typically validated through software testing. However,…

软件工程 · 计算机科学 2026-03-13 David Williams , Ioakim Avraam , Aldeida Aleti , Matias Martinez , Justyna Petke , Federica Sarro

Automated Program Repair (APR) can help developers automatically generate patches for bugs. Due to the impressive performance obtained using Large Pre-Trained Language Models (LLMs) on many code related tasks, researchers have started to…

软件工程 · 计算机科学 2023-02-01 Chunqiu Steven Xia , Lingming Zhang

Defects4J is a large, peer-reviewed, structured dataset of real-world Java bugs. Each bug in Defects4J comes with a test suite and at least one failing test case that triggers the bug. In this paper, we report on an experiment to explore…

软件工程 · 计算机科学 2021-11-12 Matias Martinez , Thomas Durieux , Romain Sommerard , Jifeng Xuan , Martin Monperrus

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…

软件工程 · 计算机科学 2021-03-02 Yanjie Jiang , Hui Liu , Nan Niu , Lu Zhang , Yamin Hu

In the past decade, research on test-suite-based automatic program repair has grown significantly. Each year, new approaches and implementations are featured in major software engineering venues. However, most of those approaches are…

软件工程 · 计算机科学 2019-05-29 Thomas Durieux , Fernanda Madeiral , Matias Martinez , Rui Abreu

Repairnator is a bot. It constantly monitors software bugs discovered during continuous integration of open-source software and tries to fix them automatically. If it succeeds to synthesize a valid patch, Repairnator proposes the patch to…

软件工程 · 计算机科学 2018-10-16 Martin Monperrus , Simon Urli , Thomas Durieux , Matias Martinez , Benoit Baudry , Lionel Seinturier

Automatic program repair papers tend to repeatedly use the same benchmarks. This poses a threat to the external validity of the findings of the program repair research community. In this paper, we perform an empirical study of automatic…

软件工程 · 计算机科学 2020-09-29 He Ye , Matias Martinez , Thomas Durieux , Martin Monperrus

Among the many different kinds of program repair techniques, one widely studied family of techniques is called test suite based repair. However, test suites are in essence input-output specifications and are thus typically inadequate for…

软件工程 · 计算机科学 2022-02-03 Zhongxing Yu , Matias Martinez , Benjamin Danglot , Thomas Durieux , Martin Monperrus

Current approaches for fixing systematic problems in NLP models (e.g. regex patches, finetuning on more data) are either brittle, or labor-intensive and liable to shortcuts. In contrast, humans often provide corrections to each other…

计算与语言 · 计算机科学 2022-11-22 Shikhar Murty , Christopher D. Manning , Scott Lundberg , Marco Tulio Ribeiro

Software bugs significantly contribute to software cost and increase the risk of system malfunctioning. In recent years, many automated program-repair approaches have been proposed to automatically fix undesired program behavior. Despite of…

软件工程 · 计算机科学 2021-07-19 Dirk Beyer , Lars Grunske , Thomas Lemberger , Minxing Tang

Automated Program Repair (APR) aims to help developers automatically patch software bugs. However, current state-of-the-art traditional and learning-based APR techniques face the problem of limited patch variety, failing to fix complicated…

软件工程 · 计算机科学 2024-12-11 Chunqiu Steven Xia , Yuxiang Wei , Lingming Zhang

It is widely recognized that program repair tools need to have a high precision to be useful, i.e., the generated patches need to have a high probability to be correct. However, it is fundamentally difficult to ensure the correctness of the…

软件工程 · 计算机科学 2020-04-28 Jingjing Liang , Ruyi Ji , Jiajun Jiang , Yiling Lou , Yingfei Xiong , Gang Huang

Automated Program Repair (APR) techniques typically rely on a given test-suite to guide the repair process. Apart from the need to provide test oracles, this makes the produced patches prone to test data over-fitting. In this work, instead…

软件工程 · 计算机科学 2023-08-02 Yuntong Zhang , Andreea Costea , Ridwan Shariffdeen , Davin McCall , Abhik Roychoudhury