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Models on innovation, for the most part, do not include a comprehensive and end-to-end view. Most innovation policy attention seems to be focused on the capacity to innovate and on input factors such as R&D investment, scientific…

General Economics · Economics 2021-06-30 Robert M Yawson

The rapid growth of scientific literature imposes significant challenges for researchers endeavoring to stay updated with the latest advancements in their fields and delve into new areas. We introduce OpenResearcher, an innovative platform…

Artificial Intelligence for scientific applications increasingly requires training large models on data that cannot be centralized due to privacy constraints, data sovereignty, or the sheer volume of data generated. Federated learning (FL)…

Machine Learning · Computer Science 2026-03-23 Yijiang Li , Zilinghan Li , Kyle Chard , Ian Foster , Todd Munson , Ravi Madduri , Kibaek Kim

The National Fusion Collaboratory (NFC) project was created to advance scientific understanding and innovation in magnetic fusion research by enabling more efficient use of existing experimental facilities through more effective integration…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 K. Keahey , T. Fredian , Q. Peng , D. P. Schissel , M. Thompson , I. Foster , M. Greenwald , D. McCune

Federated Learning (FL) is a novel, multidisciplinary Machine Learning paradigm where multiple clients, such as mobile devices, collaborate to solve machine learning problems. Initially introduced in Kone{\v{c}}n{\'y} et al. (2016a,b);…

Machine Learning · Computer Science 2025-09-11 Konstantin Burlachenko

As artificial intelligence becomes increasingly prevalent in scientific research, data-driven methodologies appear to overshadow traditional approaches in resolving scientific problems. In this Perspective, we revisit a classic…

Artificial Intelligence · Computer Science 2024-06-17 Cheng Wang , Chuwen Wang , Wang Zhang , Shirong Zeng , Yu Zhao , Ronghui Ning , Changjun Jiang

Language technologies have made enormous progress, especially with the introduction of large language models (LLMs). On traditional tasks such as machine translation and sentiment analysis, these models perform at near-human level. These…

Computation and Language · Computer Science 2025-02-24 Diyi Yang , Dirk Hovy , David Jurgens , Barbara Plank

The Science of Science (SoS) explores the mechanisms underlying scientific discovery, and offers valuable insights for enhancing scientific efficiency and fostering innovation. Traditional approaches often rely on simplistic assumptions and…

Artificial Intelligence · Computer Science 2025-05-20 Renqi Chen , Haoyang Su , Shixiang Tang , Zhenfei Yin , Qi Wu , Hui Li , Ye Sun , Nanqing Dong , Wanli Ouyang , Philip Torr

FuturICT is one of six proposals currently being considered for support within the European Commission's Flagship Initiative (see Box 1). The vision of the FuturICT project is to develop new science and new information and communication…

Computers and Society · Computer Science 2013-10-15 Dirk Helbing

ACS is an annual meeting for research on the initial goals of artificial intelligence and cognitive science, which aimed to explain the mind in computational terms and to reproduce the entire range of human cognitive abilities in…

Computation and Language · Computer Science 2022-01-19 Mark Burstein , Mohan Sridharan , David McDonald

The coronavirus pandemic is impacting our lives at unprecedented speed and scale - including how we eat and work, what we worry about, how much we move, and our ability to earn. Google Trends can be used as a proxy for what people are…

Computers and Society · Computer Science 2020-05-07 Tichakunda Mangono , Peter Smittenaar , Yael Caplan , Vincent S. Huang , Staci Sutermaster , Hannah Kemp , Sema K. Sgaier

A confluence of advances in the computer and mathematical sciences has unleashed unprecedented capabilities for enabling true evidence-based decision making. These capabilities are making possible the large-scale capture of data and the…

Computers and Society · Computer Science 2020-08-04 Eric Horvitz , Tom Mitchell

Artificial Intelligence (AI) is a fast-growing research and development (R&D) discipline which is attracting increasing attention because of its promises to bring vast benefits for consumers and businesses, with considerable benefits…

Artificial Intelligence · Computer Science 2022-05-10 Zhenghua Chen , Min Wu , Alvin Chan , Xiaoli Li , Yew-Soon Ong

Improving the health of the nation's population and increasing the capabilities of the US healthcare system to support diagnosis, treatment, and prevention of disease is a critical national and societal priority. In the past decade,…

Computers and Society · Computer Science 2017-06-29 Elizabeth Mynatt , Gregory D. Hager , Santosh Kumar , Ming Lin , Shwetak Patel , Jack Stankovic , Helen Wright

The Workflows Community Summit gathered 111 participants from 18 countries to discuss emerging trends and challenges in scientific workflows, focusing on six key areas: time-sensitive workflows, AI-HPC convergence, multi-facility workflows,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-22 Rafael Ferreira da Silva , Deborah Bard , Kyle Chard , Shaun de Witt , Ian T. Foster , Tom Gibbs , Carole Goble , William Godoy , Johan Gustafsson , Utz-Uwe Haus , Stephen Hudson , Shantenu Jha , Laila Los , Drew Paine , Frédéric Suter , Logan Ward , Sean Wilkinson , Marcos Amaris , Yadu Babuji , Jonathan Bader , Riccardo Balin , Daniel Balouek , Sarah Beecroft , Khalid Belhajjame , Rajat Bhattarai , Wes Brewer , Paul Brunk , Silvina Caino-Lores , Henri Casanova , Daniela Cassol , Jared Coleman , Taina Coleman , Iacopo Colonnelli , Anderson Andrei Da Silva , Daniel de Oliveira , Pascal Elahi , Nour Elfaramawy , Wael Elwasif , Brian Etz , Thomas Fahringer , Wesley Ferreira , Rosa Filgueira , Jacob Fosso Tande , Luiz Gadelha , Andy Gallo , Daniel Garijo , Yiannis Georgiou , Philipp Gritsch , Patricia Grubel , Amal Gueroudji , Quentin Guilloteau , Carlo Hamalainen , Rolando Hong Enriquez , Lauren Huet , Kevin Hunter Kesling , Paula Iborra , Shiva Jahangiri , Jan Janssen , Joe Jordan , Sehrish Kanwal , Liliane Kunstmann , Fabian Lehmann , Ulf Leser , Chen Li , Peini Liu , Jakob Luettgau , Richard Lupat , Jose M. Fernandez , Ketan Maheshwari , Tanu Malik , Jack Marquez , Motohiko Matsuda , Doriana Medic , Somayeh Mohammadi , Alberto Mulone , John-Luke Navarro , Kin Wai Ng , Klaus Noelp , Bruno P. Kinoshita , Ryan Prout , Michael R. Crusoe , Sashko Ristov , Stefan Robila , Daniel Rosendo , Billy Rowell , Jedrzej Rybicki , Hector Sanchez , Nishant Saurabh , Sumit Kumar Saurav , Tom Scogland , Dinindu Senanayake , Woong Shin , Raul Sirvent , Tyler Skluzacek , Barry Sly-Delgado , Stian Soiland-Reyes , Abel Souza , Renan Souza , Domenico Talia , Nathan Tallent , Lauritz Thamsen , Mikhail Titov , Benjamin Tovar , Karan Vahi , Eric Vardar-Irrgang , Edite Vartina , Yuandou Wang , Merridee Wouters , Qi Yu , Ziad Al Bkhetan , Mahnoor Zulfiqar

Quantum Federated Learning (QFL) is an emerging interdisciplinary field that merges the principles of Quantum Computing (QC) and Federated Learning (FL), with the goal of leveraging quantum technologies to enhance privacy, security, and…

Machine Learning · Computer Science 2024-08-20 Chao Ren , Rudai Yan , Huihui Zhu , Han Yu , Minrui Xu , Yuan Shen , Yan Xu , Ming Xiao , Zhao Yang Dong , Mikael Skoglund , Dusit Niyato , Leong Chuan Kwek

We introduce a newly designed undergraduate-level interdisciplinary course in scientific computing that aims to prepare students as the next generation of research-oriented computational scientists and engineers. The course offers students…

Physics Education · Physics 2022-04-05 Tulin Kaman , Rouben Rostamian , Shannon W. Dingman

Leadership in the field of AI is vital for our nation's economy and security. Maintaining this leadership requires investments by the federal government. The federal investment in foundation AI research is essential for U.S. leadership in…

Academic institutions have been challenged to adapt as data science and AI have rapidly evolved into disciplines, degrees and careers. Efforts to provide students with learning experiences have led to the development of novel credentials,…

Computers and Society · Computer Science 2026-04-06 Rachel Levy , James B. Harr , David Stokes