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相关论文: Practical Program Repair via Bytecode Mutation

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Automated program repair is an emerging technology which consists of a suite of techniques to automatically fix bugs or vulnerabilities in programs. In this paper, we present a comprehensive survey of the state of the art in program repair.…

软件工程 · 计算机科学 2022-11-24 Xiang Gao , Yannic Noller , Abhik Roychoudhury

In introductory programming courses, it is challenging for instructors to provide debugging feedback on students' incorrect programs. Some recent tools automatically offer program repair feedback by identifying any differences between…

软件工程 · 计算机科学 2021-07-15 Yunlong Lu , Na Meng , Wenxin Li

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

Research shows that errors in natural language can be corrected by translating texts to another language and back using language models. We explore to what extent this latent correction capability extends to Automated Program Repair (APR)…

软件工程 · 计算机科学 2025-10-16 Fernando Vallecillos Ruiz , Anastasiia Grishina , Max Hort , Leon Moonen

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…

软件工程 · 计算机科学 2017-12-22 Yuan Yuan , Wolfgang Banzhaf

Automated Program Repair (APR) struggles with complex logic errors and silent failures. Current LLM-based APR methods are mostly static, relying on source code and basic test outputs, which fail to accurately capture complex runtime…

软件工程 · 计算机科学 2026-04-06 Jiaqing Wu , Tong Wu , Manqing Zhang , Yunwei Dong , Bo Shen

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…

软件工程 · 计算机科学 2026-03-31 David de-Fitero-Dominguez , Antonio Garcia-Cabot , Eva Garcia-Lopez

Automatic Program Repair (APR) aims at fixing buggy source code with less manual debugging efforts, which plays a vital role in improving software reliability and development productivity. Recent APR works have achieved remarkable progress…

软件工程 · 计算机科学 2022-12-06 Wei Yuan , Quanjun Zhang , Tieke He , Chunrong Fang , Nguyen Quoc Viet Hung , Xiaodong Hao , Hongzhi Yin

The increasing prevalence of software bugs has made automated program repair (APR) a key research focus. Large language models (LLMs) offer new opportunities for APR, but existing studies mostly rely on smaller, earlier-generation models…

软件工程 · 计算机科学 2025-06-17 Jiajun Sun , Fengjie Li , Xinzhu Qi , Hongyu Zhang , Jiajun Jiang

Automated Program Repair (APR) is essential for ensuring software reliability and quality while enhancing efficiency and reducing developers' workload. Although rule-based and learning-based APR methods have demonstrated their…

软件工程 · 计算机科学 2025-07-15 Hanyang Guo , Xiaoheng Xie , Hong-Ning Dai , Peng Di , Yu Zhang , Bishenghui Tao , Zibin Zheng

Defects4J is a large, peer-reviewed, structured dataset of real-world Java bugs. Each bug in Defects4J comes with a test suite and at least one failing test case that triggers the bug. In this paper, we report on an experiment to explore…

软件工程 · 计算机科学 2021-11-12 Matias Martinez , Thomas Durieux , Romain Sommerard , Jifeng Xuan , Martin Monperrus

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

Automated program repair (APR) has attracted great research attention, and various techniques have been proposed. Search-based APR is one of the most important categories among these techniques. Existing researches focus on the design of…

软件工程 · 计算机科学 2017-07-18 Ming Wen , Junjie Chen , Rongxin Wu , Dan Hao , Shing-Chi Cheung

Bug Reproduction Tests (BRTs) have been used in many Automated Program Repair (APR) systems, primarily for validating promising fixes and aiding fix generation. In practice, when developers submit a patch, they often implement the BRT…

软件工程 · 计算机科学 2026-04-01 Runxiang Cheng , Michele Tufano , José Cambronero , Renyao Wei , Sherry Shi , Grant Uy , Pat Rondon , Franjo Ivančić

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) improves software reliability by generating patches for a buggy program automatically. Recent APR techniques leverage deep learning (DL) to build models to learn to generate patches from existing patches and…

软件工程 · 计算机科学 2023-04-18 Nan Jiang , Thibaud Lutellier , Yiling Lou , Lin Tan , Dan Goldwasser , Xiangyu Zhang

Automated Program Repair (APR) attempts to patch software bugs and reduce manual debugging efforts. Very recently, with the advances in Large Language Models (LLMs), an increasing number of APR techniques have been proposed, facilitating…

软件工程 · 计算机科学 2026-02-11 Quanjun Zhang , Chunrong Fang , Yang Xie , YuXiang Ma , Weisong Sun , Yun Yang , Zhenyu Chen

Automated Program Repair (APR) is an emerging research field. Many APR techniques, for different programming language and platforms, have been proposed and evaluated on several Benchmarks. However, for our best knowledge, there not exists a…

软件工程 · 计算机科学 2018-10-15 Larissa Azevedo , Altino Dantas , Celso G. Camilo-Junior

In the context of test case based automated program repair (APR), the research community call the patches that pass all the test cases but fail to actually fix the bug test case overfitted patches. Currently, overfitted patches has to be…

软件工程 · 计算机科学 2020-07-27 Ali Ghanbari

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