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Context: Learning-based automatic program repair techniques are showing promise to provide quality fix suggestions for detected bugs in the source code of the software. These tools mostly exploit historical data of buggy and fixed code…

软件工程 · 计算机科学 2020-10-07 Faria Huq , Masum Hasan , Mahim Anzum Haque Pantho , Sazan Mahbub , Anindya Iqbal , Toufique Ahmed

Large language models (LLMs) and their agentic frameworks are increasingly adopted to perform development tasks such as automated program repair (APR). While prior work has identified security risks in LLM-generated code, most have focused…

密码学与安全 · 计算机科学 2025-12-30 Amirali Sajadi , Kostadin Damevski , Preetha Chatterjee

API misuses often lead to software bugs, crashes, and vulnerabilities. While several API misuse detectors have been proposed, there are no automatic repair tools specifically designed for this purpose. In a recent study, test-suite-based…

软件工程 · 计算机科学 2023-10-26 Ting Zhang , Ivana Clairine Irsan , Ferdian Thung , David Lo , Asankhaya Sharma , Lingxiao Jiang

Providing personalized and timely feedback for student's programming assignments is useful for programming education. Automated program repair (APR) techniques have been used to fix the bugs in programming assignments, where the Large…

计算机与社会 · 计算机科学 2024-10-30 Fang Liu , Zhenwei Liu , Qianhui Zhao , Jing Jiang , Li Zhang , Ge Li , Zian Sun , Zhongqi Li , Yuchi Ma

This paper describes AutoFix, an automatic debugging technique that can fix faults in general-purpose software. To provide high-quality fix suggestions and to enable automation of the whole debugging process, AutoFix relies on the presence…

软件工程 · 计算机科学 2014-05-22 Yu Pei , Carlo A. Furia , Martin Nordio , Yi Wei , Bertrand Meyer , Andreas Zeller

Software vulnerabilities pose critical security risks, demanding prompt and effective mitigation strategies. While advancements in Automated Program Repair (APR) have primarily targeted general software bugs, the domain of vulnerability…

软件工程 · 计算机科学 2025-01-14 Zanis Ali Khan , Aayush Garg , Yuejun Guo , Qiang Tang

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

Software bugs are prevalent in modern software systems and notoriously hard to debug manually. Therefore, a large body of research efforts have been dedicated to automated software debugging, including both automated fault localization and…

软件工程 · 计算机科学 2019-10-04 Yiling Lou , Ali Ghanbari , Xia Li , Lingming Zhang , Dan Hao , Lu Zhang

This study explores the potential of Large Language Models (LLMs) in automating the repair of C programs. We present a framework that integrates spectrum-based fault localization (SBFL), runtime feedback, and Chain-of-Thought-structured…

软件工程 · 计算机科学 2025-09-04 Mahdi Farzandway , Fatemeh Ghassemi

The existing deep learning (DL)-based automated program repair (APR) models are limited in fixing general software defects. % We present {\tool}, a DL-based approach that supports fixing for the general bugs that require dependent changes…

软件工程 · 计算机科学 2022-05-05 Yi Li , Shaohua Wang , Tien N. Nguyen

The increasing complexity of software has led to the steady growth of vulnerabilities. Vulnerability repair investigates how to fix software vulnerabilities. Manual vulnerability repair is labor-intensive and time-consuming because it…

软件工程 · 计算机科学 2025-06-16 Yiwei Hu , Zhen Li , Kedie Shu , Shenghua Guan , Deqing Zou , Shouhuai Xu , Bin Yuan , Hai Jin

Despite significant advances in automatic program repair (APR)techniques over the past decade, practical deployment remains an elusive goal. One of the important challenges in this regard is the general inability of current APR techniques…

软件工程 · 计算机科学 2019-06-24 Seemanta Saha , Ripon K. Saha , Mukul R. Prasad

This article presents a survey on automatic software repair. Automatic software repair consists of automatically finding a solution to software bugs without human intervention. This article considers all kinds of repairs. First, it…

软件工程 · 计算机科学 2022-04-26 Martin Monperrus

Large Language Models (LLMs) achieve strong program repair performance but often suffer from over-editing, where excessive modifications overwrite correct code and hinder bug localization. We systematically quantify its impact and introduce…

软件工程 · 计算机科学 2026-04-08 Changxin Ke , Rui Zhang , Jiaming Guo , Yuanbo Wen , Li Ding , Shuo Wang , Xuyuan Zhu , Xiong Peng , Di Huang , Zidong Du , Xing Hu , Qi Guo , Yunji Chen

Automated Code Revision (ACR) tools aim to reduce manual effort by automatically generating code revisions based on reviewer feedback. While ACR tools have shown promising performance on historical data, their real-world utility depends on…

软件工程 · 计算机科学 2026-02-17 Shirin Pirouzkhah , Souhaila Serbout , Alberto Bacchelli

Automated Program Repair (APR) has evolved significantly with the advent of Large Language Models (LLMs). Fine-tuning LLMs for program repair is a recent avenue of research, with many dimensions which have not been explored. Existing work…

软件工程 · 计算机科学 2025-09-08 André Silva , Sen Fang , Martin Monperrus

Automatic programming has seen increasing popularity due to the emergence of tools like GitHub Copilot which rely on Large Language Models (LLMs). At the same time, automatically generated code faces challenges during deployment due to…

软件工程 · 计算机科学 2024-05-16 Michael R. Lyu , Baishakhi Ray , Abhik Roychoudhury , Shin Hwei Tan , Patanamon Thongtanunam

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

Plagiarism in programming courses remains a persistent challenge, especially in competitive programming contexts where assignments often have unique, known solutions. This paper examines why traditional code plagiarism detection methods…

计算机与社会 · 计算机科学 2025-05-14 Ethan Dickey

Due to the difficulty of repairing defect, many research efforts have been devoted into automatic defect repair. Given a buggy program that fails some test cases, a typical automatic repair technique tries to modify the program to make all…

软件工程 · 计算机科学 2018-08-30 Yingfei Xiong , Jie Wang , Runfa Yan , Jiachen Zhang , Shi Han , Gang Huang , Lu Zhang