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Cutting-edge research in Artificial Intelligence (AI) requires considerable resources, including Graphics Processing Units (GPUs), data, and human resources. In this paper, we evaluate of the relationship between these resources and the…

The rapid growth of AI, data-intensive science, and digital twin technologies has driven an unprecedented demand for high-performance computing (HPC) across the research ecosystem. While national laboratories and industrial hyperscalers…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-25 Peng Shu , Junhao Chen , Zhengliang Liu , Huaqin Zhao , Xinliang Li , Tianming Liu

High Performance Computing (HPC), Artificial Intelligence (AI)/Machine Learning (ML), and Quantum Computing (QC) and communications offer immense opportunities for innovation and impact on society. Researchers in these areas depend on…

Computers and Society · Computer Science 2020-12-18 William Gropp , Sujata Banerjee , Ian Foster

In this position paper we describe the current status and plans for a Swiss National Research Infrastructure. Swiss academic and research institutions are very autonomous. While being loosely coupled, they do not rely on any centralized…

Many institutions are currently grappling with teaching artificial intelligence (AI) in the face of growing demand and relevance in our world. The Computing Research Association (CRA) has conducted 32 moderated virtual roundtable…

Computers and Society · Computer Science 2025-09-29 Noah Q. Cowit , Sri Yash Tadimalla , Stephanie T. Jones , Mary Lou Maher , Tracy Camp , Enrico Pontelli

The growing demand for computational power is driven by advancements in deep learning, the increasing need for big data processing, and the requirements of scientific simulations for academic and research purposes. Developing countries like…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-16 Aatiz Ghimire , Shahnawaz Alam , Siman Giri , Madhav Prasad Ghimire

Generative Artificial Intelligence (generative AI) poses both opportunities and risks for the integrity of research. Universities must guide researchers in using generative AI responsibly, and in navigating a complex regulatory landscape…

Computers and Society · Computer Science 2025-05-26 Shannon Smith , Melissa Tate , Keri Freeman , Anne Walsh , Brian Ballsun-Stanton , Mark Hooper , Murray Lane

This report characterizes the data center industry and its importance for AI development. Data centers are industrial facilities that efficiently provide compute at scale and thus constitute the engine rooms of today's digital economy. As…

Computers and Society · Computer Science 2023-11-27 Konstantin Pilz , Lennart Heim

Novel compute systems are an emerging research topic, aiming towards building next-generation compute platforms. For these systems to thrive, they need to be provided as research infrastructure to allow acceptance and usage by a large…

Hardware Architecture · Computer Science 2025-09-24 Yannik Stradmann , Joscha Ilmberger , Eric Müller , Johannes Schemmel

Purpose: How much to invest in research facilities has long been a question in higher education and research policy. We present established and recently developed techniques for assessing the quantitative value created or received as a…

General Economics · Economics 2025-05-27 Winona G. Snapp-Childs , David Y. Hancock , Preston M. Smith , John Towns , Craig A. Stewart

The National Research Platform (NRP) represents a distributed, multi-tenant Kubernetes-based cyberinfrastructure designed to facilitate collaborative scientific computing. Spanning over 75 locations in the U.S. and internationally, the NRP…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-30 Derek Weitzel , Ashton Graves , Sam Albin , Huijun Zhu , Frank Würthwein , Mahidhar Tatineni , Dmitry Mishin , John Graham , Elham E Khoda , Mohammad Firas Sada , Larry Smarr , Thomas DeFanti

There are pronounced differences in the extent to which industrial and academic AI labs use computing resources. We provide a data-driven survey of the role of the compute divide in shaping machine learning research. We show that a compute…

Computers and Society · Computer Science 2024-01-09 Tamay Besiroglu , Sage Andrus Bergerson , Amelia Michael , Lennart Heim , Xueyun Luo , Neil Thompson

High-performance computing (HPC) is widely used in higher education for modeling, simulation, and AI applications. A critical piece of infrastructure with which to secure funding, attract and retain faculty, and teach students,…

Computers and Society · Computer Science 2025-07-31 Preston M. Smith , Jill Gemmill , David Y. Hancock , Brian W. O'Shea , Winona Snapp-Childs , James Wilgenbusch

Parallel computing using accelerators has gained widespread research attention in the past few years. In particular, using GPUs for general purpose computing has brought forth several success stories with respect to time taken, cost, power,…

This discussion paper argues that there are five fundamental pitfalls, which can restrict academics from conducting cloud computing research at the infrastructure level, which is currently where the vast majority of academic research lies.…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-06-20 Adam Barker , Blesson Varghese , Jonathan Stuart Ward , Ian Sommerville

University campuses are essentially a microcosm of a city. They comprise diverse facilities such as residences, sport centres, lecture theatres, parking spaces, and public transport stops. Universities are under constant pressure to improve…

Computers and Society · Computer Science 2021-11-09 Thanchanok Sutjarittham

The shift from 'trust-based funding' to 'performance-based funding' is one of the factors that has forced institutions to strive for continuous improvement of performance. Several studies have established the importance of collaboration in…

Digital Libraries · Computer Science 2022-08-09 Hiran H Lathabai , Abhirup Nandy , Vivek Kumar Singh

Strategic, sustained Federal investments in intelligent infrastructure will increase safety and resilience, improve efficiencies and civic services, and broaden employment opportunities and job growth nationwide. The technologies that…

Computers and Society · Computer Science 2021-01-06 Daniel Lopresti , Shashi Shekhar

As the popularity of quantum computing continues to grow, quantum machine access over the cloud is critical to both academic and industry researchers across the globe. And as cloud quantum computing demands increase exponentially, the…

Quantum Physics · Physics 2022-03-25 Gokul Subramanian Ravi , Kaitlin N. Smith , Pranav Gokhale , Frederic T. Chong
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