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In the field of automated program repair, the redundancy assumption claims large programs contain the seeds of their own repair. However, most redundancy-based program repair techniques do not reason about the repair ingredients---the code…

软件工程 · 计算机科学 2023-10-13 Martin White , Michele Tufano , Matias Martinez , Martin Monperrus , Denys Poshyvanyk

Fixing software bugs has always been an essential and time-consuming process in software development. Fixing concurrency bugs has become especially critical in the multicore era. However, fixing concurrency bugs is challenging due to…

软件工程 · 计算机科学 2024-01-10 Sanjay Malakar , Tameem Bin Haider , Rifat Shahriar

Automated program repair (APR) is designed to automate the process of bug-fixing. In recent years, thanks to the rapid development of large language models (LLMs), automated repair has achieved remarkable progress. Advanced APR techniques…

软件工程 · 计算机科学 2025-04-10 Aolin Chen , Haojun Wu , Qi Xin , Steven P. Reiss , Jifeng Xuan

Bug report management is a costly software maintenance process comprised of several challenging tasks. Given the UI-driven nature of mobile apps, bugs typically manifest through the UI, hence the identification of buggy UI screens and UI…

软件工程 · 计算机科学 2024-08-09 Antu Saha , Yang Song , Junayed Mahmud , Ying Zhou , Kevin Moran , Oscar Chaparro

Static analyzers help find bugs early by warning about recurring bug categories. While fixing these bugs still remains a mostly manual task in practice, we observe that fixes for a specific bug category often are repetitive. This paper…

软件工程 · 计算机科学 2019-11-22 Johannes Bader , Andrew Scott , Michael Pradel , Satish Chandra

Maintenance is a dominant component of software cost, and localizing reported defects is a significant component of maintenance. We propose a scalable approach that leverages the natural language present in both defect reports and source…

软件工程 · 计算机科学 2012-11-14 Zachary P. Fry , Westley Weimer

Human developers can produce code with cybersecurity bugs. Can emerging 'smart' code completion tools help repair those bugs? In this work, we examine the use of large language models (LLMs) for code (such as OpenAI's Codex and AI21's…

密码学与安全 · 计算机科学 2022-08-16 Hammond Pearce , Benjamin Tan , Baleegh Ahmad , Ramesh Karri , Brendan Dolan-Gavitt

Smart contracts are pieces of code that reside inside the blockchains and can be triggered to execute any transaction when specifically predefined conditions are satisfied. Being commonly used for commercial transactions in blockchain makes…

密码学与安全 · 计算机科学 2023-06-13 Yilin Wang , Xiangping Chen , Yuan Huang , Hao-Nan Zhu , Jing Bian , Zibin Zheng

Large Language Models (LLMs) have transformed software development and AI applications. While LLMs are designed for text processing, LLM agents extend this capability by enabling autonomous actions, tool use, and multi-step task completion.…

软件工程 · 计算机科学 2026-04-21 Niful Islam , Muhammad Anas Raza , Mohammad Wardat

Automated generate-and-validate (G&V) program repair techniques typically rely on hard-coded rules, only fix bugs following specific patterns, and are hard to adapt to different programming languages. We propose ENCORE, a new G&V technique,…

软件工程 · 计算机科学 2024-03-12 Thibaud Lutellier , Lawrence Pang , Viet Hung Pham , Moshi Wei , Lin Tan

Automated program repair has emerged as a powerful technique to mitigate the impact of software bugs on system reliability and user experience. This paper introduces RepairAgent, the first work to address the program repair challenge…

软件工程 · 计算机科学 2024-10-29 Islem Bouzenia , Premkumar Devanbu , Michael Pradel

Automated Program Repair (APR) has benefited from the code understanding and generation capabilities of Large Language Models (LLMs). Existing feedback-based APR methods iteratively refine candidate patches using test execution feedback and…

软件工程 · 计算机科学 2026-04-22 Linhao Wu , Yifei Pei , Zhen Yang , Kainan Li , Zhonghang Lu , Hao Tan , Xiran Lyu , Jia Li , Yizhou Chen , Pengyu Xue , Kunwu Zheng , Dan Hao

Current approaches for fixing systematic problems in NLP models (e.g. regex patches, finetuning on more data) are either brittle, or labor-intensive and liable to shortcuts. In contrast, humans often provide corrections to each other…

计算与语言 · 计算机科学 2022-11-22 Shikhar Murty , Christopher D. Manning , Scott Lundberg , Marco Tulio Ribeiro

Single statement bugs are one of the most important ingredients in the evaluation of modern bug detection and automatic program repair methods. By affecting only a single statement, single statement bugs represent a type of bug often…

软件工程 · 计算机科学 2022-01-31 Cedric Richter , Heike Wehrheim

In a software project, esp. in open-source, a contribution is a valuable piece of work made to the project: writing code, reporting bugs, translating, improving documentation, creating graphics, etc. We are now at the beginning of an…

软件工程 · 计算机科学 2019-06-20 Martin Monperrus

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

软件工程 · 计算机科学 2023-08-24 Parvez Mahbub , Mohammad Masudur Rahman , Ohiduzzaman Shuvo , Avinash Gopal

Having similar code fragments, also called clones, in software systems can lead to unnecessary comprehension, review and change efforts. Syntactically similar clones can often be encountered in practice. The same is not clear for only…

软件工程 · 计算机科学 2018-05-23 Verena Käfer , Stefan Wagner , Rainer Koschke

Context: Deep learning has achieved remarkable progress in various domains. However, like any software system, deep learning systems contain bugs, some of which can have severe impacts, as evidenced by crashes involving autonomous vehicles.…

软件工程 · 计算机科学 2024-10-23 Mehil B. Shah , Mohammad Masudur Rahman , Foutse Khomh

Large language models (LLMs) have recently demonstrated strong potential for automated program repair (APR). However, existing LLM-based techniques primarily rely on coarse-grained external feedback (e.g.,test results) to guide iterative…

软件工程 · 计算机科学 2025-11-25 Jiaolong Kong , Xiaofei Xie , Yiheng Xiong , Yuekun Wang , Jian Wang

We present Wolverine2, an integrated Debug-Localize-Repair environment for heap manipulating programs. Wolverine2 provides an interactive debugging environment: while concretely executing a program via on an interactive shell supporting…

编程语言 · 计算机科学 2022-02-04 Sahil Verma , Subhajit Roy
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