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PRF is a Java-based framework that allows researchers to build prototypes of test-based generate-and-validate automatic program repair techniques for JVM languages by simply extending it with their patch generation plugins. The framework…

软件工程 · 计算机科学 2020-09-16 Ali Ghanbari , Andrian Marcus

The popularity of automatic speech recognition (ASR) systems nowadays leads to an increasing need for improving their accessibility. Handling stuttering speech is an important feature for accessible ASR systems. To improve the accessibility…

声音 · 计算机科学 2023-08-31 Yi Liu , Yuekang Li , Gelei Deng , Felix Juefei-Xu , Yao Du , Cen Zhang , Chengwei Liu , Yeting Li , Lei Ma , Yang Liu

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

Automated program repair techniques, which target to generating correct patches for real world defects automatically, have gained a lot of attention in the last decade. Many different techniques and tools have been proposed and developed.…

软件工程 · 计算机科学 2017-05-15 Jiajun Jiang , Yingfei Xiong

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

Context: Bug bisection is a common technique used to identify a revision that introduces a bug or indirectly fixes a bug, and often involves executing multiple revisions of a project to determine whether the bug is present within the…

软件工程 · 计算机科学 2024-05-06 Ching Hang Mak , Shing-Chi Cheung

Bug fixing and code generation have been core research topics in software development for many years. The recent explosive growth in Large Language Models has completely transformed these spaces, putting in reach incredibly powerful tools…

人工智能 · 计算机科学 2024-11-13 Avinash Anand , Akshit Gupta , Nishchay Yadav , Shaurya Bajaj

Program synthesis and repair have emerged as an exciting area of research, driven by the potential for revolutionary advances in programmer productivity. Among most promising ideas emerging for synthesis are syntax-driven search,…

编程语言 · 计算机科学 2017-07-14 Manos Koukoutos , Mukund Raghothaman , Etienne Kneuss , Viktor Kuncak

Various automated program repair (APR) techniques have been proposed to fix bugs automatically in the last decade. Although recent researches have made significant progress on the effectiveness and efficiency, it is still unclear how APR…

软件工程 · 计算机科学 2022-03-11 Quanjun Zhang , Yuan Zhao , Weisong Sun , Chunrong Fang , Ziyuan Wang , Lingming Zhang

Automatic program repair (APR) aims to reduce the cost of manually fixing software defects. However, APR suffers from generating a multitude of overfitting patches, those patches that fail to correctly repair the defect beyond making the…

软件工程 · 计算机科学 2021-08-09 He Ye , Jian Gu , Matias Martinez , Thomas Durieux , Martin Monperrus

Automated Program Repair (APR) aims to automatically fix bugs in the source code. Recently, as advances in Deep Learning (DL) field, there is a rise of Neural Program Repair (NPR) studies, which formulate APR as a translation task from…

软件工程 · 计算机科学 2022-09-22 Wenkang Zhong , Chuanyi Li , Jidong Ge , Bin Luo

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

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

Automated Program Repair (APR) aims to automatically generate patches for rectifying software bugs. Recent strides in Large Language Models (LLM), such as ChatGPT, have yielded encouraging outcomes in APR, especially within the…

软件工程 · 计算机科学 2025-11-25 Jiaolong Kong , Mingfei Cheng , Xiaofei Xie , Shangqing Liu , Xiaoning Du , Qi Guo

Modern software development relies on the reuse of code via Application Programming Interfaces (APIs). Such reuse relieves developers from learning and developing established algorithms and data structures anew, enabling them to focus on…

软件工程 · 计算机科学 2024-02-13 Sebastian Nielebock , Paul Blockhaus , Jacob Krüger , Frank Ortmeier

Software bugs significantly contribute to software cost and increase the risk of system malfunctioning. In recent years, many automated program-repair approaches have been proposed to automatically fix undesired program behavior. Despite of…

软件工程 · 计算机科学 2021-07-19 Dirk Beyer , Lars Grunske , Thomas Lemberger , Minxing Tang

Automated Program Repair (APR) plays a critical role in enhancing the quality and reliability of software systems. While substantial progress has been made in Java-based APR, largely facilitated by benchmarks like Defects4J, there remains a…

软件工程 · 计算机科学 2025-12-03 Jian Wang , Xiaofei Xie , Qiang Hu , Shangqing Liu , Jiongchi Yu , Jiaolong Kong , Yi Li

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.…

软件工程 · 计算机科学 2023-04-04 Julian Aron Prenner , Romain Robbes

Current automated program repair (APR) techniques are far from being practical and useful enough to be considered for realistic debugging. They rely on unrealistic assumptions including the requirement of a comprehensive suite of test cases…

软件工程 · 计算机科学 2024-07-15 Qi Xin , Haojun Wu , Steven P. Reiss , Jifeng Xuan

In supporting the development of high-quality software, especially necessary in the era of LLMs, automated program repair (APR) tools aim to improve code quality by automatically addressing violations detected by static analysis profilers.…

软件工程 · 计算机科学 2025-08-22 Sumudu Liyanage , Sherlock A. Licorish , Markus Wagner , Stephen G. MacDonell