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Containers offer an array of advantages that benefit research reproducibility and portability across groups and systems. As container tools mature, container security improves, and High-performance computing (HPC) and cloud system tools…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-24 Tiziano Müller , Nina Mujkanovic , Juan J. Durillo , Nicolay Hammer

This research assesses the aspects of software organizations' DevOps environments and identifies the factors contributing to these environments' success. DevOps is a recent concept, and many organizations are moving from old-style software…

Software Engineering · Computer Science 2024-07-17 Ashley Gwangwadza , Ridewaan Hanslo

Neuroscience models commonly have a high number of degrees of freedom and only specific regions within the parameter space are able to produce dynamics of interest. This makes the development of tools and strategies to efficiently find…

Modern computer systems need to execute under strict safety constraints (e.g., a power limit), but doing so often conflicts with their ability to deliver high performance (i.e. minimal latency). Prior work uses machine learning to…

Systems and Control · Electrical Eng. & Systems 2022-04-25 Hyunji Kim , Ahsan Pervaiz , Henry Hoffmann , Michael Carbin , Yi Ding

Rather than simply offering suggestions, this guideline for the methodology chapter in computer science dissertations provides thorough insights on how to develop a strong research methodology within the area of computer science. The method…

General Literature · Computer Science 2024-05-02 Marco Araujo

MapReduce (MR) is the most popular solution to build applications for large-scale data processing. These applications are often deployed on large clusters of commodity machines, where failures happen constantly due to bugs, hardware…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-02-11 João Eugenio Marynowski , Michel Albonico , Eduardo Cunha de Almeida , Gerson Sunyé

Although deep learning has made great progress in recent years, the exploding economic and environmental costs of training neural networks are becoming unsustainable. To address this problem, there has been a great deal of research on…

Machine Learning · Computer Science 2023-03-22 Brian R. Bartoldson , Bhavya Kailkhura , Davis Blalock

High Performance Research Desktops are used by HPC centers and research computing organizations to lower the barrier of entry to HPC systems. These Linux desktops are deployed alongside HPC systems, leveraging the investments in HPC compute…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-05 Robert Henschel , Jonas Lindemann , Anders Follin , Bernd Dammann , Cicada Dennis , Abhinav Thota

The current landscape of scientific research is widely based on modeling and simulation, typically with complexity in the simulation's flow of execution and parameterization properties. Execution flows are not necessarily straightforward…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-26 Eduardo Ponce , Brittany Stephenson , Suzanne Lenhart , Judy Day , Gregory D. Peterson

Meta-analyses and systematic reviews demand rigorous abductive reasoning to build, test, and refine hypotheses across vast, heterogeneous literature. While NLP advancements have automated parts of this pipeline, existing tools often detach…

Human-Computer Interaction · Computer Science 2026-01-27 Sizhe Cheng , Feng Liang , Yuhan Wen , Xipei Yu , Yong Wang

In High Energy Physics (HEP), analysis metadata comes in many forms -- from theoretical cross-sections, to calibration corrections, to details about file processing. Correctly applying metadata is a crucial and often time-consuming step in…

The recent developments and research in distributed ledger technologies and blockchain have contributed to the increasing adoption of distributed systems. To collect relevant insights into systems' behavior, we observe many evaluation…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-27 Filip Rezabek , Kilian Glas , Richard von Seck , Achraf Aroua , Tizian Leonhardt , Georg Carle

With an ever growing number of heterogeneous applicational services running on equally heterogeneous computational systems, the problem of resource management becomes more essential. Although current solutions consider some network and time…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-05 Rui Eduardo Lopes , Duarte Raposo , Pedro V. Teixeira , Susana Sargento

Deep research has emerged as a transformative capability for autonomous agents, empowering Large Language Models to navigate complex, open-ended tasks. However, realizing its full potential is hindered by critical limitations, including…

Computation and Language · Computer Science 2026-01-28 Yuxuan Cai , Xinyi Lai , Peng Yuan , Weiting Liu , Huajian Li , Mingda Li , Xinghua Wang , Shengxie Zheng , Yanchao Hao , Yuyang Yin , Zheng Wei

Research computing centers around the world struggle with onboarding new users. Subject matter experts, researchers, and principal investigators are often overwhelmed by the complex infrastructure and software offerings designed to support…

Other Computer Science · Computer Science 2026-04-24 Ayush Chaturvedi , Rob Pokorney , Elyn Fritz-Waters , Charlotte Rouse , Gary Bax , Daryl Spencer , Craig Pohl

Hierarchies of concepts are useful in many applications from navigation to organization of objects. Usually, a hierarchy is created in a centralized manner by employing a group of domain experts, a time-consuming and expensive process. The…

Artificial Intelligence · Computer Science 2015-08-04 Yuyin Sun , Adish Singla , Dieter Fox , Andreas Krause

To improve software development methods and tools for research software, we first need to understand the current state of the practice. Therefore, we have developed a methodology for assessing the state of the software development practices…

Software Engineering · Computer Science 2021-10-25 Spencer Smith , Jacques Carette , Peter Michalski , Ao Dong , Olu Owojaiye

Based on our workshop activities, we outlined three ways in which research can support community needs: (1) Mapping the ecosystem of both the players and ecosystem and harm landscapes, (2) Counter-Programming, which entails using the same…

Computers and Society · Computer Science 2024-06-13 Suresh Venkatasubramanian , Timnit Gebru , Ufuk Topcu , Haley Griffin , Leah Namisa Rosenbloom , Nasim Sonboli

Deep research systems represent an emerging class of agentic information retrieval methods that generate comprehensive and well-supported reports to complex queries. However, most existing frameworks rely on dynamic commercial search APIs,…

Theory of computing (ToC) courses are a staple in many undergraduate CS curricula as they lay the foundation of why CS is important to students. Although not a stated goal, an inevitable outcome of the course is enhancing the students'…

Computers and Society · Computer Science 2023-10-04 Ryan E. Dougherty