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Automated Program Repair (APR) agents leverage Large Language Models (LLMs) to autonomously diagnose and fix software bugs through reasoning, planning, and tool use. Despite impressive leaderboard gains on benchmarks such as SWE-bench,…

软件工程 · 计算机科学 2026-05-28 Ira Ceka , Hailie Mitchell , Saurabh Pujar , Luca Buratti , Shyam Ramji , Junfeng Yang , Gail Kaiser , Baishakhi Ray

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

Large language models (LLMs) have demonstrated remarkable capabilities in code-related tasks, particularly in automated program repair. However, the effectiveness of such repairs is highly dependent on the performance of upstream fault…

软件工程 · 计算机科学 2025-10-24 YingJian Xiao , RongQun Hu , WeiWei Gong , HongWei Li , AnQuan Jie

Bug reproduction is a critical developer activity that is also challenging to automate, as bug reports are often in natural language and thus can be difficult to transform to test cases consistently. As a result, existing techniques mostly…

软件工程 · 计算机科学 2023-11-10 Sungmin Kang , Juyeon Yoon , Nargiz Askarbekkyzy , Shin Yoo

Despite significant advances in automatic program repair (APR)techniques over the past decade, practical deployment remains an elusive goal. One of the important challenges in this regard is the general inability of current APR techniques…

软件工程 · 计算机科学 2019-06-24 Seemanta Saha , Ripon K. Saha , Mukul R. Prasad

Large language models of code (Code-LLMs) have recently brought tremendous advances to code completion, a fundamental feature of programming assistance and code intelligence. However, most existing works ignore the possible presence of bugs…

机器学习 · 计算机科学 2023-12-04 Tuan Dinh , Jinman Zhao , Samson Tan , Renato Negrinho , Leonard Lausen , Sheng Zha , George Karypis

Automatic testing is a widely adopted technique for improving software quality. Software developers add, remove and update test methods and test classes as part of the software development process as well as during the evolution phase,…

软件工程 · 计算机科学 2017-09-27 Stanislav Levin , Amiram Yehudai

The complexity of software in embedded systems has increased significantly over the last years so that software verification now plays an important role in ensuring the overall product quality. In this context, SAT-based bounded model…

软件工程 · 计算机科学 2009-11-20 Lucas Cordeiro , Bernd Fischer , Joao Marques-Silva

Users around the world rely on software-intensive systems in their day-to-day activities. These systems regularly contain bugs and security vulnerabilities. To facilitate bug fixing, data-driven models of automatic program repair use pairs…

软件工程 · 计算机科学 2022-02-08 Anastasiia Grishina

OpenID Connect has revolutionized online authentication based on single sign-on (SSO) by providing a secure and convenient method for accessing multiple services with a single set of credentials. Despite its widespread adoption, critical…

软件工程 · 计算机科学 2025-10-06 Tamjid Al Rahat , Yanju Chen , Yu Feng , Yuan Tian

Large language models (LLMs) now write code in settings where misreading a single word can break safety or cost money, yet we still expect them to overlook stray typos. To probe where useful robustness ends and harmful insensitivity begins,…

计算与语言 · 计算机科学 2025-07-23 Altynbek Ismailov , Salia Asanova

Developers sometimes choose design and implementation shortcuts due to the pressure from tight release schedules. However, shortcuts introduce technical debt that increases as the software evolves. The debt needs to be repaid as fast as…

软件工程 · 计算机科学 2022-01-07 Biruk Asmare Muse , Csaba Nagy , Anthony Cleve , Foutse Khomh , Giuliano Antoniol

The number of bug reports in complex software increases dramatically. Now bugs are triaged manually, bug triage or assignment is a labor-intensive and time-consuming task. Without knowledge about the structure of the software, testers often…

软件工程 · 计算机科学 2012-06-07 Deqing Wang , Hui Zhang , Rui Liu , Mengxiang Lin , Wenjun Wu , Hongping Hu

Today's small and medium-sized enterprises (SMEs) in the software industry are faced with major challenges. While having to work efficiently using limited resources they have to perform quality assurance on their code to avoid the risk of…

软件工程 · 计算机科学 2016-11-24 Mario Gleirscher , Dmitriy Golubitskiy , Maximilian Irlbeck , Stefan Wagner

In games, and more generally in the field of software development, early detection of bugs is vital to maintain a high quality of the final product. Automated tests are a powerful tool that can catch a problem earlier in development by…

机器学习 · 计算机科学 2024-06-12 Leonardo Marini , Linus Gisslén , Alessandro Sestini

Self-correction has emerged as a promising solution to boost the reasoning performance of large language models (LLMs), where LLMs refine their solutions using self-generated critiques that pinpoint the errors. This work explores whether…

计算与语言 · 计算机科学 2024-06-07 Yunxiang Zhang , Muhammad Khalifa , Lajanugen Logeswaran , Jaekyeom Kim , Moontae Lee , Honglak Lee , Lu Wang

Bug datasets are vital for enabling deep learning techniques to address software maintenance tasks related to bugs. However, existing bug datasets suffer from precise and scale limitations: they are either small-scale but precise with…

软件工程 · 计算机科学 2024-03-12 He Ye , Zimin Chen , Claire Le Goues

Compiler bugs pose a significant threat to safety-critical applications, and promptly as well as effectively isolating these bugs is crucial for assuring the quality of compilers. However, the limited availability of debugging information…

软件工程 · 计算机科学 2024-05-09 Haoxin Tu , Zhide Zhou , He Jiang , Imam Nur Bani Yusuf , Yuxian Li , Lingxiao Jiang

In this paper, we first collect and track a large number of fixed and unfixed violations across revisions of software. The empirical analyses reveal that there are discrepancies in the distributions of violations that are detected and those…

软件工程 · 计算机科学 2018-10-10 Kui Liu , Dongsun Kim , Tegawendé F. Bissyandé , Shin Yoo , Yves Le Traon

Log statements capture critical information for software maintenance activities such as testing, debugging, and failure analysis. Because of this importance, developers must carefully design log statements, which requires significant…

软件工程 · 计算机科学 2026-05-26 Kazuki Kusama , Honglin Shu , Masanari Kondo , Yasutaka Kamei