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相关论文: Practical Program Repair via Bytecode Mutation

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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

Much research on software engineering and software testing relies on experimental studies based on fault injection. Fault injection, however, is not often relevant to emulate real-world software faults since it "blindly" injects large…

Automated program repair is a crucial task for improving the efficiency of software developers. Recently, neural-based techniques have demonstrated significant promise in generating correct patches for buggy code snippets. However, most…

软件工程 · 计算机科学 2023-05-17 Yuwei Zhang , Ge Li , Zhi Jin , Ying Xing

In recent years, Large language model-powered Automated Program Repair (LAPR) techniques have achieved state-of-the-art bug-fixing performance and have been pervasively applied and studied in both industry and academia. Nonetheless, LLMs…

软件工程 · 计算机科学 2025-03-11 Pengyu Xue , Linhao Wu , Zhen Yang , Zhongxing Yu , Zhi Jin , Ge Li , Yan Xiao , Shuo Liu , Xinyi Li , Hongyi Lin , Jingwen Wu

The automated program repair field has attracted substantial interest over the years, but despite significant research efforts, creating a system that works well for complex semantic bugs such as security vulnerabilities has proven…

密码学与安全 · 计算机科学 2024-02-26 Berkay Berabi , Alexey Gronskiy , Veselin Raychev , Gishor Sivanrupan , Victor Chibotaru , Martin Vechev

Large language models (LLMs) have recently demonstrated strong potential for automated program repair (APR). However, existing LLM-based techniques primarily rely on coarse-grained external feedback (e.g.,test results) to guide iterative…

软件工程 · 计算机科学 2025-11-25 Jiaolong Kong , Xiaofei Xie , Yiheng Xiong , Yuekun Wang , Jian Wang

Is it possible to patch software bugs in P4 programs without human involvement? We show that this is partially possible in many cases due to advances in software testing and the structure of P4 programs. Our insight is that runtime…

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

Automated program repair (APR) struggles to scale from isolated functions to full repositories, as it demands a global, task-aware understanding to locate necessary changes. Current methods, limited by context and reliant on shallow…

软件工程 · 计算机科学 2026-03-03 Zhongqiang Pan , Chuanyi Li , Wenkang Zhong , Yi Feng , Bin Luo , Vincent Ng

The rapid advancement of bug-finding techniques has led to the discovery of more vulnerabilities than developers can reasonably fix, creating an urgent need for effective Automated Program Repair (APR) methods. However, the complexity of…

软件工程 · 计算机科学 2025-05-27 Han Zheng , Ilia Shumailov , Tianqi Fan , Aiden Hall , Mathias Payer

Large language models (LLM) have proven to be effective at automated program repair (APR). However, using LLMs can be costly, with companies invoicing users by the number of tokens. In this paper, we propose CigaR, the first LLM-based APR…

软件工程 · 计算机科学 2024-07-12 Dávid Hidvégi , Khashayar Etemadi , Sofia Bobadilla , Martin Monperrus

Automated Program Repair (APR) uses various tools and techniques to help developers achieve functional and error-free code faster. In recent years, Large Language Models (LLMs) have gained popularity as components in APR tool chains because…

软件工程 · 计算机科学 2025-07-29 Roman Macháček , Anastasiia Grishina , Max Hort , Leon Moonen

Errors in floating-point programs can lead to severe consequences, particularly in critical domains such as military, aerospace, and financial systems, making their repair a crucial research problem. In practice, some errors can be fixed…

软件工程 · 计算机科学 2025-10-14 Youshuai Tan , Zishuo Ding , Jinfu Chen , Weiyi Shang

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

ChatGPT has revolutionized many research and industrial fields. ChatGPT has shown great potential in software engineering to boost various traditional tasks such as program repair, code understanding, and code generation. However, whether…

软件工程 · 计算机科学 2023-04-18 Jialun Cao , Meiziniu Li , Ming Wen , Shing-chi Cheung

The transition from neural machine translation to agentic workflows has revolutionized Automated Program Repair (APR). However, existing agents, despite their advanced reasoning capabilities, frequently suffer from the ``Intent Gap'' -- the…

软件工程 · 计算机科学 2026-04-21 Yongchao Wang , Zhiqiu Huang

Research in automatic program repair has shown that real bugs can be automatically fixed. However, there are several challenges involved in such a task that are not yet fully addressed. As an example, consider that a test-suite-based repair…

软件工程 · 计算机科学 2021-04-07 Fernanda Madeiral , Thomas Durieux

Automated program repair (APR) attempts to reduce manual debugging efforts and plays a vital role in software maintenance. Despite remarkable progress, APR is still limited in generating overfitting patches, i.e., patches passing available…

软件工程 · 计算机科学 2026-04-07 Quanjun Zhang , Ye Shang , Haichuan Hu , Chunrong Fang , Zhenyu Chen , Liang Xiao

Automated program repair is an emerging technology that seeks to automatically rectify bugs and vulnerabilities using learning, search, and semantic analysis. Trust in automatically generated patches is necessary for achieving greater…

软件工程 · 计算机科学 2022-02-14 Yannic Noller , Ridwan Shariffdeen , Xiang Gao , Abhik Roychoudhury