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Bug reports help software development teams enhance software quality, yet their utility is often compromised by unclear or incomplete information. This issue not only hinders developers' ability to quickly understand and resolve bugs but…

Software Engineering · Computer Science 2025-04-29 Jagrit Acharya , Gouri Ginde

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…

Software Engineering · Computer Science 2024-12-06 Chunqiu Steven Xia , Lingming Zhang

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…

Software Engineering · Computer Science 2019-07-05 Hideaki Hata , Emad Shihab , Graham Neubig

Repairing a large-scale buggy program using current automated program repair (APR) approaches can be a time-consuming operation that requires significant computational resources. We describe a program repair framework that effectively…

Software Engineering · Computer Science 2024-06-25 Omar I. Al-Bataineh

Recently, we can notice a transition to data-driven techniques in Automated Program Repair (APR), in particular towards deep neural networks. This entails training on hundreds of thousands or even millions of non-executable code fragments.…

Software Engineering · Computer Science 2023-04-04 Julian Aron Prenner , Romain Robbes

For a given software bug report, identifying an appropriate developer who could potentially fix the bug is the primary task of a bug triaging process. A bug title (summary) and a detailed description is present in most of the bug tracking…

Software Engineering · Computer Science 2018-01-08 Senthil Mani , Anush Sankaran , Rahul Aralikatte

Software development life cycle is profoundly influenced by bugs: their introduction, identification, and eventual resolution account for a significant portion of software cost. This has motivated software engineering researchers and…

Software Engineering · Computer Science 2023-03-14 Matthew Jin , Syed Shahriar , Michele Tufano , Xin Shi , Shuai Lu , Neel Sundaresan , Alexey Svyatkovskiy

We introduce Learn2fix, the first human-in-the-loop, semi-automatic repair technique when no bug oracle--except for the user who is reporting the bug--is available. Our approach negotiates with the user the condition under which the bug is…

Software Engineering · Computer Science 2019-12-18 Marcel Böhme , Charaka Geethal , Van-Thuan Pham

Automated Program Repair (APR) aspires to automatically generate patches for an input buggy program. Traditional APR tools typically focus on specific bug types and fixes through the use of templates, heuristics, and formal specifications.…

Software Engineering · Computer Science 2024-12-11 Chunqiu Steven Xia , Yifeng Ding , Lingming Zhang

This paper presents a novel methodology for enhancing Automated Program Repair (APR) through synthetic data generation utilizing Large Language Models (LLMs). Current APR systems are constrained by the limited availability of high-quality…

Software Engineering · Computer Science 2026-03-31 David de-Fitero-Dominguez , Antonio Garcia-Cabot , Eva Garcia-Lopez

Automatic program repair (APR) techniques have the potential to reduce manual efforts in uncovering and repairing program defects during the code review (CR) process. However, the limited accuracy and considerable time costs associated with…

Software Engineering · Computer Science 2024-01-01 Zelin Zhao , Zhaogui Xu , Jialong Zhu , Peng Di , Yuan Yao , Xiaoxing Ma

Software bugs claim approximately 50% of development time and cost the global economy billions of dollars. Once a bug is reported, the assigned developer attempts to identify and understand the source code responsible for the bug and then…

Software Engineering · Computer Science 2025-01-29 Parvez Mahbub , Ohiduzzaman Shuvo , Mohammad Masudur Rahman

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…

Software Engineering · Computer Science 2025-02-18 Yuwei Zhang , Zhi Jin , Ying Xing , Ge Li , Fang Liu , Jiaxin Zhu , Wensheng Dou , Jun Wei

The gap between the trepidation of program reliability and the expense of repairs underscores the indispensability of Automated Program Repair (APR). APR is instrumental in transforming vulnerable programs into more robust ones, bolstering…

Software Engineering · Computer Science 2024-08-22 Yuze Zhao , Zhenya Huang , Yixiao Ma , Rui Li , Kai Zhang , Hao Jiang , Qi Liu , Linbo Zhu , Yu Su

Automated Program Repair (APR) has garnered significant attention due to its potential to streamline the bug repair process for human developers. Recently, LLM-based APR methods have shown promise in repairing real-world bugs. However,…

Software Engineering · Computer Science 2024-06-05 Fengjie Li , Jiajun Jiang , Jiajun Sun , Hongyu Zhang

Recent empirical studies show that the performance of GenProg is not satisfactory, particularly for Java. In this paper, we propose ARJA, a new GP based repair approach for automated repair of Java programs. To be specific, we present a…

Software Engineering · Computer Science 2017-12-22 Yuan Yuan , Wolfgang Banzhaf

Software auditing is an increasingly critical task in the era of rapid code generation. While LLM-based auditors have demonstrated strong potential, their effectiveness remains limited by misalignment with the highly complex,…

Software Engineering · Computer Science 2026-04-16 Jinyao Guo , Chengpeng Wang , Dominic Deluca , Jinjie Liu , Zhuo Zhang , Xiangyu Zhang

Ensuring code correctness remains a challenging problem even as large language models (LLMs) become increasingly capable at code-related tasks. While LLM-based program repair systems can propose bug fixes using only a user's bug report,…

Software Engineering · Computer Science 2025-02-21 Adam Stein , Arthur Wayne , Aaditya Naik , Mayur Naik , Eric Wong

Automated Program Repair (APR) techniques have shown more and more promising results in fixing real-world bugs. Despite the effectiveness, APR techniques still face an overfitting problem: a generated patch can be incorrect although it…

Software Engineering · Computer Science 2024-03-26 Xin Zhou , Bowen Xu , Kisub Kim , DongGyun Han , Thanh Le-Cong , Junda He , Bach Le , David Lo

Context: Bug-fix pattern detection has been investigated in the past in the context of classical software. However, while quantum software is developing rapidly, the literature still lacks automated methods and tools to identify, analyze,…

Software Engineering · Computer Science 2023-11-30 Pranav K. Nayak , Krishn V. Kher , M. Bharat Chandra , M. V. Panduranga Rao , Lei Zhang
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