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Automated program repair (APR) aims to help developers improve software reliability by generating patches for buggy programs. Although many code language models (CLM) are developed and effective in many software tasks such as code…

软件工程 · 计算机科学 2023-04-18 Nan Jiang , Kevin Liu , Thibaud Lutellier , Lin Tan

LLM-based automated program repair methods have attracted significant attention for their state-of-the-art performance. However, they were primarily evaluated on a few well known datasets like Defects4J, raising questions about their…

软件工程 · 计算机科学 2025-03-13 Fengjie Li , Jiajun Jiang , Jiajun Sun , Hongyu Zhang

Correcting bugs using modern Automated Program Repair (APR) can be both time-consuming and resource-expensive. We describe a program repair approach that aims to improve the scalability of modern APR tools. The approach leverages program…

软件工程 · 计算机科学 2024-08-05 Linas Vidziunas , David Binkley , Leon Moonen

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

Automated program repair (APR) using deep learning techniques has become an important area of research in recent years, aiming to automatically generate bug-fixing patches that can improve software reliability and maintainability. However,…

软件工程 · 计算机科学 2024-05-08 Reza Gharibi , Mohammad Hadi Sadreddini , Seyed Mostafa Fakhrahmad

A long-standing open challenge for automated program repair is the overfitting problem, which is caused by having insufficient or incomplete specifications to validate whether a generated patch is correct or not. Most available repair…

软件工程 · 计算机科学 2021-11-11 Omar I. Al-Bataineh , Anastasiia Grishina , Leon Moonen

Fix pattern-based patch generation is a promising direction in Automated Program Repair (APR). Notably, it has been demonstrated to produce more acceptable and correct patches than the patches obtained with mutation operators through…

软件工程 · 计算机科学 2019-02-18 Kui Liu , Anil Koyuncu , Dongsun Kim , Tegawendé F. Bisyandé

Software debugging is tedious, time-consuming, and even error-prone by itself. So, various automated debugging techniques have been proposed in the literature to facilitate the debugging process. Automated Program Repair (APR) is one of the…

软件工程 · 计算机科学 2018-07-11 Ali Ghanbari , Lingming Zhang

Redundancy-based automated program repair (APR), which generates patches by referencing existing source code, has gained much attention since they are effective in repairing real-world bugs with good interpretability. However, since…

软件工程 · 计算机科学 2025-08-27 Jiajun Jiang , Fengjie Li , Zijie Zhao , Zhirui Ye , Mengjiao Liu , Bo Wang , Hongyu Zhang , Junjie Chen

Automatic Program Repair (APR) endeavors to autonomously rectify issues within specific projects, which generally encompasses three categories of tasks: bug resolution, new feature development, and feature enhancement. Despite extensive…

软件工程 · 计算机科学 2024-09-24 Jiuang Zhao , Donghao Yang , Li Zhang , Xiaoli Lian , Zitian Yang , Fang Liu

Automated Program Repair (APR) is a vital area in software engineering aimed at generating automatic patches for vulnerable programs. While numerous techniques have been proposed for repairing classical programs, the realm of quantum…

软件工程 · 计算机科学 2024-01-29 Xiaoyu Guo , Jianjun Zhao , Pengzhan Zhao

Automated Program Repair (APR) has emerged as a promising paradigm for reducing debugging time and improving the overall efficiency of software development. Recent advances in Large Language Models (LLMs) have demonstrated their potential…

软件工程 · 计算机科学 2025-09-23 Shunyu Liu , Guangdong Bai , Mark Utting , Guowei Yang

Automated Program Repair (APR) is an emerging research field. Many APR techniques, for different programming language and platforms, have been proposed and evaluated on several Benchmarks. However, for our best knowledge, there not exists a…

软件工程 · 计算机科学 2018-10-15 Larissa Azevedo , Altino Dantas , Celso G. Camilo-Junior

Automated program repair is an emerging technology which consists of a suite of techniques to automatically fix bugs or vulnerabilities in programs. In this paper, we present a comprehensive survey of the state of the art in program repair.…

软件工程 · 计算机科学 2022-11-24 Xiang Gao , Yannic Noller , Abhik Roychoudhury

Large language models such as Codex, have shown the capability to produce code for many programming tasks. However, the success rate of existing models is low, especially for complex programming tasks. One of the reasons is that language…

软件工程 · 计算机科学 2023-01-03 Zhiyu Fan , Xiang Gao , Martin Mirchev , Abhik Roychoudhury , Shin Hwei Tan

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

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) agents leverage Large Language Models (LLMs) to autonomously diagnose and fix software bugs through reasoning, planning, and tool use. Despite impressive leaderboard gains on benchmarks such as SWE-bench,…

软件工程 · 计算机科学 2026-05-28 Ira Ceka , Hailie Mitchell , Saurabh Pujar , Luca Buratti , Shyam Ramji , Junfeng Yang , Gail Kaiser , Baishakhi Ray

A branch of automated program repair (APR) techniques look at finding and reusing existing code for bug repair. ssFix is one of such techniques that is syntactic search-based: it searches a code database for code fragments that are…

软件工程 · 计算机科学 2019-03-13 Qi Xin , Steven P. Reiss

Software vulnerabilities pose significant security threats, requiring effective mitigation. While Automated Program Repair (APR) has advanced in fixing general bugs, vulnerability patching, a security-critical aspect of APR remains…

软件工程 · 计算机科学 2025-06-06 Zanis Ali Khan , Aayush Garg , Qiang Tang