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Retrieval-augmented generation (RAG) remains brittle on multi-step questions and heterogeneous evidence sources, trading accuracy against latency and token/tool budgets. This paper introduces RELOOP, a structure aware framework using…

Computation and Language · Computer Science 2026-04-24 Ruiyi Yang , Hao Xue , Imran Razzak , Hakim Hacid , Flora D. Salim

Reinforcement learning (RL) has become a standard approach for post-training large language models and, more recently, for improving image generation models, which uses reward functions to enhance generation quality and human preference…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Yunqi Hong , Kuei-Chun Kao , Hengguang Zhou , Cho-Jui Hsieh

Despite the operational importance of hot fixes, large-scale evidence on how they reshape routine maintenance workflows, particularly in the era of autonomous coding agents, remains limited. We analyse hot fixes present in over 61,000…

Software Engineering · Computer Science 2026-04-30 Carol Hanna , Karine Even-Mendoza , W. B. Langdon , Mar Zamorano López , Justyna Petke , Federica Sarro

We present a hierarchical simulation approach for the dependability analysis and evaluation of a highly available commercial cache-based RAID storage system. The archi-tecture is complex and includes several layers of overlap-ping error…

Performance · Computer Science 2007-05-23 Mohamed Kaaniche , Luigi Romano , Zbigniew Kalbarczyk , Ravishankar Iyer , Rick Karcich

Reinforcement Learning (RL) is being increasingly used to learn and adapt application behavior in many domains, including large-scale and safety critical systems, as for example, autonomous driving. With the advent of plug-n-play RL…

Software Engineering · Computer Science 2023-08-04 Nicolás Cardozo , Ivana Dusparic , Christian Cabrera

A coreset is a tiny weighted subset of an input set, that closely resembles the loss function, with respect to a certain set of queries. Coresets became prevalent in machine learning as they have shown to be advantageous for many…

Machine Learning · Computer Science 2023-05-23 Alaa Maalouf , Murad Tukan , Vladimir Braverman , Daniela Rus

Learning to collaborate with previously unseen partners is a fundamental generalization challenge in multi-agent learning, known as Ad Hoc Teamwork (AHT). Existing AHT approaches often adopt a two-stage pipeline, where first, a fixed…

Artificial Intelligence · Computer Science 2025-10-23 Caroline Wang , Arrasy Rahman , Jiaxun Cui , Yoonchang Sung , Peter Stone

Representational state transfer (REST) is a widely employed architecture by web applications and cloud. Users can invoke such services according to the specification of their application interfaces, namely RESTful APIs. Existing approaches…

Software Engineering · Computer Science 2022-03-08 Jiaxian Lin , Tianyu Li , Yang Chen , Guangsheng Wei , Jiadong Lin , Sen Zhang , Hui Xu

In Computer Science Bachelor's programs, software quality is often underemphasized due to limited time and a focus on foundational skills, leaving many students unprepared for industry expectations. To better understand the typical quality…

Software Engineering · Computer Science 2025-07-17 Sergio Di Meglio , Valeria Pontillo , Luigi Libero Lucio Starace

Software packages developed and distributed through package managers extensively depend on other packages. These dependencies are regularly updated, for example to add new features, resolve bugs or fix security issues. In order to take full…

Software Engineering · Computer Science 2018-06-14 Alexandre Decan , Tom Mens , Eleni Constantinou

Dependency management bots automatically open pull requests to update software dependencies on behalf of developers. Early research shows that developers are suspicious of updates performed by dependency management bots and feel tired of…

Software Engineering · Computer Science 2023-05-26 Runzhi He , Hao He , Yuxia Zhang , Minghui Zhou

Developers rely on open-source packages and must review dependencies to safeguard against vulnerable or malicious upstream code. A careful review of all dependencies changes often does not occur in practice. Therefore, developers need…

Software Engineering · Computer Science 2025-07-24 Sivana Hamer , Nasif Imtiaz , Mahzabin Tamanna , Preya Shabrina , Laurie Williams

Much of the success of modern software development can be attributed to code reuse. The ability to reuse existing functionality via third-party dependencies has enabled massive gains in productivity, but for a long time the dominant…

Software Engineering · Computer Science 2025-10-07 Brittany Anne Reid , Raula Gaikovina Kula

Large Language Models have advanced automated software development, however, it remains a challenge to correctly infer dependencies, namely, identifying the internal components and external packages required for a repository to successfully…

Ownership is the concept of tracking aliases and mutations to data, useful for both memory safety and system design. The Rust programming language implements ownership via the borrow checker, a static analyzer that extends the core type…

Programming Languages · Computer Science 2021-09-24 Will Crichton

The management of third-party package dependencies is crucial to most technology stacks, with package managers acting as brokers to ensure that a verified package is correctly installed, configured, or removed from an application. Diversity…

Software Engineering · Computer Science 2021-08-16 Syful Islam , Raula Gaikovina Kula , Christoph Treude , Bodin Chinthanet , Takashi Ishio , Kenichi Matsumoto

Effective requirements management plays an important role when it comes to the support of product development teams in the automotive industry. A precise positioning of new cars in the market is based on features and characteristics…

Software Engineering · Computer Science 2014-09-10 Tim Gülke , Bernhard Rumpe , Martin Jansen , Joachim Axmann

Source code repositories allow developers to manage multiple versions (or branches) of a software system. Pull-requests are used to modify a branch, and backporting is a regular activity used to port changes from a current development…

Software Engineering · Computer Science 2022-04-11 Debasish Chakroborti , Kevin A. Schneider , Chanchal K. Roy

The sprint-based iterative approach in the Agile software development method allows continuous feedback and adaptation. One of the crucial Agile software development activities is the sprint planning session where developers estimate the…

Software Engineering · Computer Science 2026-04-07 Lamyea Maha , Tajmilur Rahman , Chanchal Roy

Correct concurrent programs are difficult to write; when multiple threads mutate shared data, they may lose writes, corrupt data, or produce erratic program behavior. While many of the data-race issues with concurrency can be avoided by the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-30 Aditya Saligrama , Andrew Shen , Jon Gjengset
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