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Linux kernel bug repair is typically approached as a direct mapping from crash reports to code patches. In practice, however, kernel fixes undergo iterative revision on mailing lists before acceptance, with reviewer feedback shaping…

Software Engineering · Computer Science 2026-04-07 Luyao Bai , Kenan Alghythee , Hang Zhang , Xiaoguang Wang

Open-source software vulnerability patch detection is a critical component for maintaining software security and ensuring software supply chain integrity. Traditional manual detection methods face significant scalability challenges when…

Software Engineering · Computer Science 2025-09-30 Haoran Xu , Chen Zhi , Junxiao Han , Xinkui Zhao , Jianwei Yin , Shuiguang Deng

Software bugs in a production environment have an undesirable impact on quality of service, unplanned system downtime, and disruption in good customer experience, resulting in loss of revenue and reputation. Existing approaches to automated…

Software Engineering · Computer Science 2020-02-21 Anusha Bableshwar , Arun Ravindran , Manoj Iyer

Open-source software projects are foundational to modern software ecosystems, with the Linux kernel standing out as a critical exemplar due to its ubiquity and complexity. Although security patches are continuously integrated into the Linux…

Linux kernel stable versions serve the needs of users who value stability of the kernel over new features. The quality of such stable versions depends on the initiative of kernel developers and maintainers to propagate bug fixing patches to…

Software Engineering · Computer Science 2019-11-12 Thong Hoang , Julia Lawall , Yuan Tian , Richard J Oentaryo , David Lo

Managing issue reports is essential for the evolution and maintenance of software systems. However, manual issue management tasks such as triaging, prioritizing, localizing, and resolving issues are highly resource-intensive for projects…

Software Engineering · Computer Science 2025-02-10 Ahmed Adnan , Antu Saha , Oscar Chaparro

Bug fixing holds significant importance in software development and maintenance. Recent research has made substantial strides in exploring the potential of large language models (LLMs) for automatically resolving software bugs. However, a…

Software Engineering · Computer Science 2025-02-18 Yuwei Zhang , Zhi Jin , Ying Xing , Ge Li , Fang Liu , Jiaxin Zhu , Wensheng Dou , Jun Wei

In this work, we investigate the practice of patch construction in the Linux kernel development, focusing on the differences between three patching processes: (1) patches crafted entirely manually to fix bugs, (2) those that are derived…

Software Engineering · Computer Science 2018-12-20 Anil Koyuncu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Martin Monperrus , Yves Le Traon

Modern embedded Linux devices, such as routers, IP cameras, and IoT gateways, rely on complex software stacks where numerous daemons interact to provide services. Testing these devices is crucial from a security perspective since vendors…

Cryptography and Security · Computer Science 2025-09-23 Alessio Izzillo , Riccardo Lazzeretti , Emilio Coppa

Out-of-tree kernel patches are essential for adapting the Linux kernel to new hardware or enabling specific functionalities. Maintaining and updating these patches across different kernel versions demands significant effort from experienced…

Software Engineering · Computer Science 2025-11-27 Pucheng Dang , Di Huang , Dong Li , Kang Chen , Yuanbo Wen , Qi Guo , Xing Hu

To solve complex tasks, large language models (LLMs) often require multiple rounds of interactions with the user, sometimes assisted by external tools. However, current evaluation protocols often emphasize benchmark performance with…

Computation and Language · Computer Science 2024-03-13 Xingyao Wang , Zihan Wang , Jiateng Liu , Yangyi Chen , Lifan Yuan , Hao Peng , Heng Ji

Bug bisection has been an important security task that aims to understand the range of software versions impacted by a bug, i.e., identifying the commit that introduced the bug. However, traditional patch-based bisection methods are faced…

Machine Learning · Computer Science 2025-10-31 Zheng Zhang , Haonan Li , Xingyu Li , Hang Zhang , Zhiyun Qian

Dynamic analysis, through rehosting, is an important capability for security assessment in embedded systems software. Existing rehosting techniques aim to provide high-fidelity execution by accurately emulating hardware and peripheral…

Open source software (OSS) is integral to modern product development, and any vulnerability within it potentially compromises numerous products. While developers strive to apply security patches, pinpointing these patches among extensive…

Cryptography and Security · Computer Science 2024-09-16 Jinhong Yu , Yi Chen , Di Tang , Xiaozhong Liu , XiaoFeng Wang , Chen Wu , Haixu Tang

Open-source software is increasingly reused, complicating the process of patching to repair bugs. In the case of Linux, a distinct ecosystem has formed, with Linux mainline serving as the upstream, stable or long-term-support (LTS) systems…

Software Engineering · Computer Science 2024-02-09 Xingyu Li , Zheng Zhang , Zhiyun Qian , Trent Jaeger , Chengyu Song

Large Language Models (LLMs) are increasingly used as core dependencies in software systems. However, the hosted LLM services evolve continuously through provider-side updates without explicit version changes. These silent updates can…

Software Engineering · Computer Science 2026-05-01 Mohd Sameen Chishti , Damilare Peter Oyinloye , Jingyue Li

Static analysis is a powerful technique for bug detection in critical systems like operating system kernels. However, designing and implementing static analyzers is challenging, time-consuming, and typically limited to predefined bug…

Software Engineering · Computer Science 2025-09-05 Chenyuan Yang , Zijie Zhao , Zichen Xie , Haoyu Li , Lingming Zhang

Recent work in automated program repair (APR) proposes the use of reasoning and patch validation feedback to reduce the semantic gap between the LLMs and the code under analysis. The idea has been shown to perform well for general APR, but…

Software Engineering · Computer Science 2024-05-27 Ummay Kulsum , Haotian Zhu , Bowen Xu , Marcelo d'Amorim

Large Language Models (LLMs) have shown promise in tasks like code translation, prompting interest in their potential for automating software vulnerability detection (SVD) and patching (SVP). To further research in this area, establishing a…

Software Engineering · Computer Science 2024-09-18 Arastoo Zibaeirad , Marco Vieira

Linting tools automatically identify source code fragments that do not follow a set of predefined standards. Such feedback tools are equally desirable for "linting" agile development processes. However, providing concrete feedback on…

Software Engineering · Computer Science 2018-09-05 Christoph Matthies , Thomas Kowark , Keven Richly , Matthias Uflacker , Hasso Plattner
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