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Motivated by modern parallel computing applications, we consider the problem of scheduling parallel-task jobs with heterogeneous resource requirements in a cluster of machines. Each job consists of a set of tasks that can be processed in…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-03 Mehrnoosh Shafiee , Javad Ghaderi

Scientific collaborations require a strong computing infrastructure to successfully process and analyze data. While large-scale collaborations have access to resources such as Analysis Facilities, small-scale collaborations often lack the…

Neuromorphic computing shows promise for advancing computing efficiency and capabilities of AI applications using brain-inspired principles. However, the neuromorphic research field currently lacks standardized benchmarks, making it…

Artificial Intelligence · Computer Science 2025-01-16 Jason Yik , Korneel Van den Berghe , Douwe den Blanken , Younes Bouhadjar , Maxime Fabre , Paul Hueber , Weijie Ke , Mina A Khoei , Denis Kleyko , Noah Pacik-Nelson , Alessandro Pierro , Philipp Stratmann , Pao-Sheng Vincent Sun , Guangzhi Tang , Shenqi Wang , Biyan Zhou , Soikat Hasan Ahmed , George Vathakkattil Joseph , Benedetto Leto , Aurora Micheli , Anurag Kumar Mishra , Gregor Lenz , Tao Sun , Zergham Ahmed , Mahmoud Akl , Brian Anderson , Andreas G. Andreou , Chiara Bartolozzi , Arindam Basu , Petrut Bogdan , Sander Bohte , Sonia Buckley , Gert Cauwenberghs , Elisabetta Chicca , Federico Corradi , Guido de Croon , Andreea Danielescu , Anurag Daram , Mike Davies , Yigit Demirag , Jason Eshraghian , Tobias Fischer , Jeremy Forest , Vittorio Fra , Steve Furber , P. Michael Furlong , William Gilpin , Aditya Gilra , Hector A. Gonzalez , Giacomo Indiveri , Siddharth Joshi , Vedant Karia , Lyes Khacef , James C. Knight , Laura Kriener , Rajkumar Kubendran , Dhireesha Kudithipudi , Shih-Chii Liu , Yao-Hong Liu , Haoyuan Ma , Rajit Manohar , Josep Maria Margarit-Taulé , Christian Mayr , Konstantinos Michmizos , Dylan R. Muir , Emre Neftci , Thomas Nowotny , Fabrizio Ottati , Ayca Ozcelikkale , Priyadarshini Panda , Jongkil Park , Melika Payvand , Christian Pehle , Mihai A. Petrovici , Christoph Posch , Alpha Renner , Yulia Sandamirskaya , Clemens JS Schaefer , André van Schaik , Johannes Schemmel , Samuel Schmidgall , Catherine Schuman , Jae-sun Seo , Sadique Sheik , Sumit Bam Shrestha , Manolis Sifalakis , Amos Sironi , Kenneth Stewart , Matthew Stewart , Terrence C. Stewart , Jonathan Timcheck , Nergis Tömen , Gianvito Urgese , Marian Verhelst , Craig M. Vineyard , Bernhard Vogginger , Amirreza Yousefzadeh , Fatima Tuz Zohora , Charlotte Frenkel , Vijay Janapa Reddi

Quantum computing is a disruptive technology with the potential to transform various fields. It has predicted abilities to solve complex computational problems beyond the reach of classical computers. However, developing quantum software…

Successful materials innovations can transform society. However, materials research often involves long timelines and low success probabilities, dissuading investors who have expectations of shorter times from bench to business. A…

The ever increasing demands placed upon machine performance have resulted in the need for more comprehensive particle accelerator modeling. Computer simulations are key to the success of particle accelerators. Many aspects of particle…

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

Scientific computing applications usually need huge amounts of computational power. The cloud provides interesting high-performance computing solutions, with its promise of virtually infinite resources on demand. However, migrating…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-11-26 Satish Narayana Srirama , Pelle Jakovits , Vladislav Ivaništšev

Snowmass is a US long-term planning study for the high-energy community by the American Physical Society's Division of Particles and Fields. For its simulation studies, opportunistic resources are harnessed using the Open Science Grid…

High Energy Physics - Experiment · Physics 2013-10-03 A. Avetisyan , S. Bhattacharya , M. Narain , S. Padhi , J. Hirschauer , T. Levshina , P. McBride , C. Sehgal , M. Slyz , M. Rynge , S. Malik , J. Stupak

The rapid development of large language models (LLMs) has significantly transformed the field of artificial intelligence, demonstrating remarkable capabilities in natural language processing and moving towards multi-modal functionality.…

In this era of large-scale data, distributed systems built on top of clusters of commodity hardware provide cheap and reliable storage and scalable processing of massive data. Here, we review recent work on developing and implementing…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-07-28 Jiyan Yang , Xiangrui Meng , Michael W. Mahoney

Over the past two decades the field of computational science and engineering (CSE) has penetrated both basic and applied research in academia, industry, and laboratories to advance discovery, optimize systems, support decision-makers, and…

This is a personal perspective on data sharing in the context of public data releases suitable for generic analysis. These open data can be a powerful tool for expanding the science of high energy physics, but care must be taken in when,…

High Energy Physics - Phenomenology · Physics 2022-08-18 Benjamin Nachman

The great promise of quantum computers comes with the dual challenges of building them and finding their useful applications. We argue that these two challenges should be considered together, by co-designing full-stack quantum computer…

The Underground Frontier (UF) was charged with assessing the anticipated needs and available space for well shielded underground space to conduct scientific research. The Frontier sought to understand the existing space, space that would…

High Energy Physics - Experiment · Physics 2022-12-15 L. Baudis , J. Hall , K. T. Lesko , J. L. Orrell

Background. In the realm of software engineering, there are widely accepted guidelines for reporting and creating laboratory packages. Unfortunately, the landscape differs considerably in the emerging field of quantum computing. To the best…

Software Engineering · Computer Science 2024-05-08 Enrique Moguel , José Antonio Parejo , Antonio Ruiz-Cortés , Jose Garcia-Alonso , Juan Manuel Murillo

The role of scalable high-performance workflows and flexible workflow management systems that can support multiple simulations will continue to increase in importance. For example, with the end of Dennard scaling, there is a need to…

Software Engineering · Computer Science 2017-10-19 Jay Jay Billings , Shantenu Jha

Scientific communities naturally tend to organize around data ecosystems created by the combination of their observational devices, their data repositories, and the workflows essential to carry their research from observation to discovery.…

Networking and Internet Architecture · Computer Science 2021-06-30 Mark Asch , François Bodin , Micah Beck , Terry Moore , Michela Taufer , Martin Swany , Jean-Pierre Vilotte

Multi-agent autonomous exploration is essential for applications such as environmental monitoring, search and rescue, and industrial-scale surveillance. However, effective coordination under communication constraints remains a significant…

Robotics · Computer Science 2026-04-06 John Lewis Devassy , Meysam Basiri , Mário A. T. Figueiredo , Pedro U. Lima

Research on algorithms has drastically increased in recent years. Various sub-disciplines of computer science investigate algorithms according to different objectives and standards. This plurality of the field has led to various…

Data Structures and Algorithms · Computer Science 2025-09-17 Jan Mendling , Henrik Leopold , Henning Meyerhenke , Benoît Depaire