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相关论文: Practical Program Repair in the Era of Large Pre-t…

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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…

Background: Over the years, Automated Program Repair (APR) has attracted much attention from both academia and industry since it can reduce the costs in fixing bugs. However, how to assess the patch correctness remains to be an open…

软件工程 · 计算机科学 2019-06-11 Shangwen Wang , Ming Wen , Liqian Chen , Xin Yi , Xiaoguang Mao

Due to the promising future of Automated Program Repair (APR), researchers have proposed various APR techniques, including heuristic-based, template-based, and constraint-based techniques. Among such classic APR techniques, template-based…

软件工程 · 计算机科学 2024-12-06 Chunqiu Steven Xia , Lingming Zhang

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

The advent of Large Language Models (LLMs) has revolutionized various domains of artificial intelligence, including the realm of software engineering. In this research, we evaluate the efficacy of pre-trained LLMs in replicating the tasks…

软件工程 · 计算机科学 2024-06-10 Tajmilur Rahman , Rahul Singh , Mir Yousuf Sultan

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

Background: Automated Vulnerability Repair (AVR) is a fast-growing branch of program repair. Recent studies show that large language models (LLMs) outperform traditional techniques, extending their success beyond code generation and fault…

软件工程 · 计算机科学 2026-01-15 Maria Camporese , Fabio Massacci

The exponential increase in software vulnerabilities has created an urgent need for automatic vulnerability repair (AVR) solutions. Recent research has formulated AVR as a sequence generation problem and has leveraged large language models…

人工智能 · 计算机科学 2025-10-08 Xin-Cheng Wen , Zirui Lin , Yijun Yang , Cuiyun Gao , Deheng Ye

Automated Program Repair (APR) techniques have drawn wide attention from both academia and industry. Meanwhile, one main limitation with the current state-of-the-art APR tools is that patches passing all the original tests are not…

软件工程 · 计算机科学 2023-02-10 Jun Yang , Yuehan Wang , Yiling Lou , Ming Wen , Lingming Zhang

Security vulnerability repair is a difficult task that is in dire need of automation. Two groups of techniques have shown promise: (1) large code language models (LLMs) that have been pre-trained on source code for tasks such as code…

软件工程 · 计算机科学 2024-04-03 Yi Wu , Nan Jiang , Hung Viet Pham , Thibaud Lutellier , Jordan Davis , Lin Tan , Petr Babkin , Sameena Shah

Automated program repair (APR) techniques are effective in fixing inevitable defects in software, enhancing development efficiency and software robustness. However, due to the difficulty of generating precise specifications, existing APR…

软件工程 · 计算机科学 2025-10-17 Xu He , Shu Wang , Kun Sun

Bug fixing holds significant importance in software development and maintenance. Recent research has made substantial strides in exploring the potential of large language models (LLMs) for automatically resolving software bugs. However, a…

软件工程 · 计算机科学 2025-02-18 Yuwei Zhang , Zhi Jin , Ying Xing , Ge Li , Fang Liu , Jiaxin Zhu , Wensheng Dou , Jun Wei

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

Software compartmentalization breaks down an application into compartments isolated from each other: an attacker taking over a compartment will be confined to it, limiting the damage they can cause to the rest of the application. Despite…

密码学与安全 · 计算机科学 2026-03-11 Jia Hu , Youcheng Sun , Pierre Olivier

Large Language Models (LLMs) have demonstrated remarkable performance in code completion. However, the training data used to develop these models often contain a significant amount of buggy code. Yet, it remains unclear to what extent these…

软件工程 · 计算机科学 2025-03-17 Liwei Guo , Sixiang Ye , Zeyu Sun , Xiang Chen , Yuxia Zhang , Bo Wang , Jie M. Zhang , Zheng Li , Yong Liu

Automated Program Repair (APR) is defined as the process of fixing a bug/defect in the source code, by an automated tool. APR tools have recently experienced promising results by leveraging state-of-the-art Neural Language Processing (NLP)…

软件工程 · 计算机科学 2023-01-13 Armin Zirak , Hadi Hemmati

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

Timely and effective vulnerability patching is essential for cybersecurity defense, for which various approaches have been proposed yet still struggle to generate valid and correct patches for real-world vulnerabilities. In this paper, we…

密码学与安全 · 计算机科学 2025-04-04 Yu Nong , Haoran Yang , Long Cheng , Hongxin Hu , Haipeng Cai

Though many approaches have been proposed for Automated Program Repair (APR) and indeed achieved remarkable performance, they still have limitations in fixing bugs that require analyzing and reasoning about the logic of the buggy program.…

软件工程 · 计算机科学 2024-07-31 Xin Yin , Chao Ni , Shaohua Wang , Zhenhao Li , Limin Zeng , Xiaohu Yang

Automated Program Repair (APR) techniques aim to automatically fix buggy programs. Among these, Large Language Model-based (LLM-based) approaches have shown great promise. Recent advances demonstrate that directly leveraging LLMs can…

软件工程 · 计算机科学 2025-07-01 Jiayi Zhang , Kai Huang , Jian Zhang , Yang Liu , Chunyang Chen