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Repository-level automated program repair (APR) requires long-horizon reasoning over interdependent decisions. However, most LLM-based approaches reconstruct repair reasoning independently for each issue, failing to reuse successful…

Software Engineering · Computer Science 2026-05-29 Chenglin Li , Yisen Xu , Zehao Wang , Shin Hwei Tan , Tse-Hsun , Chen

Large language model (LLM)-driven automated program repair (APR) has advanced rapidly, but most methods remain code-centric: they directly rewrite source code and thereby risk hallucinated, behaviorally inconsistent fixes. This limitation…

Software Engineering · Computer Science 2026-02-10 Taohong Zhu , Lucas C. Cordeiro , Mustafa A. Mustafa , Youcheng Sun

Mutation analysis has many applications, such as asserting the quality of test suites and localizing faults. One important bottleneck of mutation analysis is scalability. The latest work explores the possibility of reducing the redundant…

Software Engineering · Computer Science 2017-02-23 Bo Wang , Yingfei Xiong , Yangqingwei Shi , Lu Zhang , Dan Hao

The transition from neural machine translation to agentic workflows has revolutionized Automated Program Repair (APR). However, existing agents, despite their advanced reasoning capabilities, frequently suffer from the ``Intent Gap'' -- the…

Software Engineering · Computer Science 2026-04-21 Yongchao Wang , Zhiqiu Huang

We propose a method for conducting algebraic program analysis (APA) incrementally in response to changes of the program under analysis. APA is a program analysis paradigm that consists of two distinct steps: computing a path expression that…

Programming Languages · Computer Science 2024-12-17 Chenyu Zhou , Yuzhou Fang , Jingbo Wang , Chao Wang

Convolutional Neural Networks (ConvNets) are trained offline using the few available data and may therefore suffer from substantial accuracy loss when ported on the field, where unseen input patterns received under unpredictable external…

Computer Vision and Pattern Recognition · Computer Science 2021-05-14 Luca Mocerino , Roberto G. Rizzo , Valentino Peluso , Andrea Calimera , Enrico Macii

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…

Software Engineering · Computer Science 2021-11-12 Matias Martinez , Thomas Durieux , Romain Sommerard , Jifeng Xuan , Martin Monperrus

Automated Code Revision (ACR) tools aim to reduce manual effort by automatically generating code revisions based on reviewer feedback. While ACR tools have shown promising performance on historical data, their real-world utility depends on…

Software Engineering · Computer Science 2026-02-17 Shirin Pirouzkhah , Souhaila Serbout , Alberto Bacchelli

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…

Software Engineering · Computer Science 2024-01-10 Sanjay Malakar , Tameem Bin Haider , Rifat Shahriar

Compilation errors represent a significant bottleneck in software development productivity. This paper introduces WARP (Web-Augmented Real-time Program Repairer), a novel system that leverages Large Language Models (LLMs) and dynamic…

Software Engineering · Computer Science 2025-10-01 Anderson de Lima Luiz

Automated Program Repair (APR) has advanced rapidly with Large Language Models (LLMs), but most existing methods remain computationally expensive, and focused on a small set of languages. Ruby, despite its widespread use in web development…

Software Engineering · Computer Science 2025-11-07 Nikta Akbarpour , Mahdieh Sadat Benis , Fatemeh Hendijani Fard , Ali Ouni , Mohamed Aymen Saied

Matrix multiplication is a foundational operation in scientific computing and machine learning, yet its computational complexity makes it a significant bottleneck for large-scale applications. The shift to parallel architectures, primarily…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-30 Mufakir Qamar Ansari , Mudabir Qamar Ansari

Polymorphic malware continually alters its structure to evade signature-based defences, challenging both commercial antivirus (AV) and enterprise detection systems. This study introduces a reproducible framework for analysing eight…

Cryptography and Security · Computer Science 2025-12-01 Shreyansh Swami , Ishwardeep Singh , Ujjwalpreet Singh , Chinmay Prawah Pant

Efficient parallelization of algorithms on general-purpose GPUs is essential in many areas today. However, it is a non-trivial task for software engineers to utilize GPUs to improve the performance of high-level programs in general.…

Programming Languages · Computer Science 2024-07-09 Lars Hummelgren , John Wikman , Oscar Eriksson , Philipp Haller , David Broman

A classical heuristic in software testing is to reward diversity, which implies that a higher priority must be assigned to test cases that differ the most from those already prioritized. This approach is commonly known as similarity-based…

Software Engineering · Computer Science 2018-09-05 Alireza Haghighatkhah , Mika Mäntylä , Markku Oivo , Pasi Kuvaja

We study robust PCA for the fully observed setting, which is about separating a low rank matrix $\boldsymbol{L}$ and a sparse matrix $\boldsymbol{S}$ from their sum $\boldsymbol{D}=\boldsymbol{L}+\boldsymbol{S}$. In this paper, a new…

Information Theory · Computer Science 2021-06-29 HanQin Cai , Jian-Feng Cai , Ke Wei

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…

Software Engineering · Computer Science 2020-09-29 He Ye , Matias Martinez , Thomas Durieux , Martin Monperrus

This paper addresses the issue of correcting type errors in model transformations in realistic scenarios where neither predefined patches nor behavior-safe guards such as test suites are available. Instead of using predefined patches…

Software Engineering · Computer Science 2020-12-16 Zahra VaraminyBahnemiry , Jessie Galasso , Houari Sahraoui

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

[Context:] The acceptance of candidate patches in automated program repair has been typically based on testing oracles. Testing requires typically a costly process of building the application while ML models can be used to quickly classify…

Software Engineering · Computer Science 2025-04-10 Maria Camporese , Fabio Massacci
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