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Automated Program Repair (APR) has benefited from the code understanding and generation capabilities of Large Language Models (LLMs). Existing feedback-based APR methods iteratively refine candidate patches using test execution feedback and…

软件工程 · 计算机科学 2026-04-22 Linhao Wu , Yifei Pei , Zhen Yang , Kainan Li , Zhonghang Lu , Hao Tan , Xiran Lyu , Jia Li , Yizhou Chen , Pengyu Xue , Kunwu Zheng , Dan Hao

Despite the immense popularity of the Automated Program Repair (APR) field, the question of patch validation is still open. Most of the present-day approaches follow the so-called Generate-and-Validate approach, where first a candidate…

软件工程 · 计算机科学 2021-04-01 Viktor Csuvik , Dániel Horváth , Márk Lajkó , László Vidács

Automated program repair (APR) techniques have achieved conspicuous progress, and are now capable of producing genuinely correct fixes in scenarios that were well beyond their capabilities only a few years ago. Nevertheless, even when an…

软件工程 · 计算机科学 2026-04-28 Shifat Sahariar Bhuiyan , Abhishek Tiwari , Yu Pei , Carlo A. Furia

Learning-based program repair has achieved good results in a recent series of papers. Yet, we observe that the related work fails to repair some bugs because of a lack of knowledge about 1) the application domain of the program being…

软件工程 · 计算机科学 2023-04-20 He Ye , Matias Martinez , Xiapu Luo , Tao Zhang , Martin Monperrus

Automatic program repair (APR) is crucial to reduce manual debugging efforts for developers and improve software reliability. While conventional search-based techniques typically rely on heuristic rules or a redundancy assumption to mine…

软件工程 · 计算机科学 2023-09-13 Weishi Wang , Yue Wang , Shafiq Joty , Steven C. H. Hoi

Automated Program Repair (APR) helps improve the efficiency of software development and maintenance. Recent APR techniques use deep learning, particularly the encoder-decoder architecture, to generate patches. Though existing DL-based APR…

软件工程 · 计算机科学 2022-03-25 Qihao Zhu , Zeyu Sun , Yuan-an Xiao , Wenjie Zhang , Kang Yuan , Yingfei Xiong , Lu Zhang

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

软件工程 · 计算机科学 2015-12-24 Matias Martinez , Thomas Durieux , Jifeng Xuan , Romain Sommerard , Martin Monperrus

Automated program repair (APR) tools have unlocked the potential for the rapid rectification of codebase issues. However, to encourage wider adoption of program repair in practice, it is necessary to address the usability concerns related…

Automated Vulnerability Repair (AVR) systems, especially those leveraging large language models (LLMs), have demonstrated promising results in patching vulnerabilities -- that is, if we trust their patch validation methodology. Ground-truth…

软件工程 · 计算机科学 2026-03-23 Zheng Yu , Wenxuan Shi , Xinqian Sun , Zheyun Feng , Meng Xu , Xinyu Xing

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

Bug fixing is generally a manually-intensive task. However, recent work has proposed the idea of automated program repair, which aims to repair (at least a subset of) bugs in different ways such as code mutation, etc. Following in the same…

软件工程 · 计算机科学 2019-07-05 Hideaki Hata , Emad Shihab , Graham Neubig

Automated program repair (APR) has great potential to reduce the effort and time-consumption in software maintenance and becomes a hot topic in software engineering recently with many approaches being proposed. Multi-location program repair…

软件工程 · 计算机科学 2019-01-08 Shangwen Wang , Xiaoguang Mao , Nan Niu , Xin Yi , Anbang Guo

Properly benchmarking Automated Program Repair (APR) systems should contribute to the development and adoption of the research outputs by practitioners. To that end, the research community must ensure that it reaches significant milestones…

软件工程 · 计算机科学 2019-02-18 Kui Liu , Anil Koyuncu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Yves Le Traon

Among areas of software engineering where AI techniques -- particularly, Large Language Models -- seem poised to yield dramatic improvements, an attractive candidate is Automatic Program Repair (APR), the production of satisfactory…

软件工程 · 计算机科学 2025-08-05 Li Huang , Ilgiz Mustafin , Marco Piccioni , Alessandro Schena , Reto Weber , Bertrand Meyer

Automated Program Repair (APR) plays a critical role in enhancing the quality and reliability of software systems. While substantial progress has been made in Java-based APR, largely facilitated by benchmarks like Defects4J, there remains a…

软件工程 · 计算机科学 2025-12-03 Jian Wang , Xiaofei Xie , Qiang Hu , Shangqing Liu , Jiongchi Yu , Jiaolong Kong , Yi Li

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

Issue tracking systems are commonly used in modern software development for collecting feedback from users and developers. An ultimate automation target of software maintenance is then the systematization of patch generation for…

Automated program repair (APR) aims to automatize the process of repairing software bugs in order to reduce the cost of maintaining software programs. Moreover, the success (given by the accuracy metric) of APR approaches has increased in…

软件工程 · 计算机科学 2024-02-06 Matias Martinez , Silverio Martínez-Fernández , Xavier Franch

Automated program repair (APR) aims to fix software bugs without human intervention and template-based APR has been widely investigated with promising results. However, it is challenging for template-based APR to select the appropriate…

软件工程 · 计算机科学 2023-09-19 Quanjun Zhang , Chunrong Fang , Tongke Zhang , Bowen Yu , Weisong Sun , Zhenyu Chen

Automated issue solving aims to resolve real-world issues in software repositories. The most popular benchmarks for automated issue solving are SWE-bench and its human-filtered subset SWE-bench Verified. These benchmarks leverage testing to…

软件工程 · 计算机科学 2025-09-10 You Wang , Michael Pradel , Zhongxin Liu