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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

Code large language models (LLMs) have shown impressive capabilities on a multitude of software engineering tasks. In particular, they have demonstrated remarkable utility in the task of code repair. However, common benchmarks used to…

When configuring customizable software, it is useful to provide interactive tool-support that ensures that the configuration does not breach given constraints. But, when is a configuration complete and how can the tool help the user to…

Software Engineering · Computer Science 2009-10-21 Mikolas Janota , Goetz Botterweck , Radu Grigore , Joao Marques-Silva

Modern software systems, like GNU/Linux distributions or Eclipse-based development environment, are often deployed by selecting components out of large component repositories. Maintaining such software systems by performing component…

Software Engineering · Computer Science 2011-09-05 Roberto Di Cosmo , Olivier Lhomme , Claude Michel

Speculative decoding enables collaborative Large Language Model (LLM) inference across cloud and edge by separating lightweight token drafting from heavyweight verification. While prior systems show performance and cost benefits, practical…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-14 Xiangchen Li , Saeid Ghafouri , Jiakun Fan , Babar Ali , Hans Vandierendonck , Dimitrios S. Nikolopoulos

Configuring consists in simulating the realization of a complex product from a catalog of component parts, using known relations between types, and picking values for object attributes. This highly combinatorial problem in the field of…

Artificial Intelligence · Computer Science 2007-05-23 Stephane Grandcolas , Laurent Henocque , Nicolas Prcovic

Compilers are fundamental to modern software development, making the effective identification and resolution of compiler faults essential. However, localizing these faults to specific source files remains highly challenging due to the…

Software Engineering · Computer Science 2025-12-30 Qingyang Li , Yibiao Yang , Maolin Sun , Jiangchang Wu , Qingkai Shi , Yuming Zhou

Real-time operating systems employ spatial and temporal isolation to guarantee predictability and schedulability of real-time systems on multi-core processors. Any unbounded and uncontrolled cross-core performance interference poses a…

Operating Systems · Computer Science 2024-12-25 Zhaomeng Deng , Ziqi Zhang , Ding Li , Yao Guo , Yunfeng Ye , Yuxin Ren , Ning Jia , Xinwei Hu

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

Recent advancements in large language models (LLMs) have spurred the development of diverse AI applications from code generation and video editing to text generation; however, AI supply chains such as Hugging Face, which host pretrained…

Cryptography and Security · Computer Science 2025-05-05 Ziqi Ding , Qian Fu , Junchen Ding , Gelei Deng , Yi Liu , Yuekang Li

XML configurations are integral to the Android development framework, particularly in the realm of UI display. However, these configurations can introduce compatibility issues (bugs), resulting in divergent visual outcomes and system…

Software Engineering · Computer Science 2024-02-26 Zhijie Liu , Yutian Tang , Meiyun Li , Xin Jin , Yunfei Long , Liang Feng Zhang , Xiapu Luo

The Linux kernel is one of the most important Free/Libre Open Source Software (FLOSS) projects. It is installed on billions of devices all over the world, which process various sensitive, confidential or simply private data. It is crucial…

Software Engineering · Computer Science 2020-01-07 Denis Efremov , Ilya Shchepetkov

Many techniques were proposed for detecting software misconfigurations in cloud systems and for diagnosing unintended behavior caused by such misconfigurations. Detection and diagnosis are steps in the right direction: misconfigurations…

Software Engineering · Computer Science 2021-02-24 Yuanliang Zhang , Haochen He , Owolabi Legunsen , Shanshan Li , Wei Dong , Tianyin Xu

Repairing system crashes discovered by kernel fuzzers like Syzkaller is a critical yet underexplored challenge in software engineering. While recent works have introduced Large Language Model (LLM) based agents for Linux kernel…

Bugs in operating system kernels can affect billions of devices and users all over the world. As a result, a large body of research has been focused on kernel fuzzing, i.e., automatically generating syscall (system call) sequences to detect…

Cryptography and Security · Computer Science 2025-03-17 Chenyuan Yang , Zijie Zhao , Lingming Zhang

Modern software systems are usually highly configurable, providing users with customized functionality through various configuration options. Understanding how system performance varies with different option combinations is important to…

Software Engineering · Computer Science 2022-04-11 Jiezhu Cheng , Cuiyun Gao , Zibin Zheng

Automated tuning of compute kernels is a popular area of research, mainly focused on finding optimal kernel parameters for a problem with fixed input sizes. This approach is good for deploying machine learning models, where the network…

Machine Learning · Computer Science 2020-03-17 John Lawson

Optimizing Large Language Model (LLM) inference in production systems is increasingly difficult due to dynamic workloads, stringent latency/throughput targets, and a rapidly expanding configuration space. This complexity spans not only…

Fuzzing has been studied and applied ever since the 1990s. Automated and continuous fuzzing has recently been applied also to open source software projects, including the Linux and BSD kernels. This paper concentrates on the practical…

Software Engineering · Computer Science 2020-02-26 Jukka Ruohonen , Kalle Rindell

To develop, analyze, and evolve today's highly configurable software systems, developers need deep knowledge of a system's configuration options, e.g., how options need to be set to reach certain locations, what configurations to use for…

Software Engineering · Computer Science 2019-04-01 ThanhVu Nguyen , Ugur Koc , Javran Cheng , Jeffrey S. Foster , Adam A. Porter