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Welcome to the fourth edition of the AI Index Report. This year we significantly expanded the amount of data available in the report, worked with a broader set of external organizations to calibrate our data, and deepened our connections…

Scientific discovery is a complex cognitive process that has driven human knowledge and technological progress for centuries. While artificial intelligence (AI) has made significant advances in automating aspects of scientific reasoning,…

Machine Learning · Computer Science 2024-12-24 Chandan K Reddy , Parshin Shojaee

Artificial Intelligence (AI) holds promise as a technology that can be used to improve government and economic policy-making. This paper proposes a new research agenda towards this end by introducing Social Environment Design, a general…

Artificial Intelligence · Computer Science 2024-06-18 Edwin Zhang , Sadie Zhao , Tonghan Wang , Safwan Hossain , Henry Gasztowtt , Stephan Zheng , David C. Parkes , Milind Tambe , Yiling Chen

In the context of unprecedented U.S. Department of Defense (DoD) budgets, this paper examines the recent history of DoD funding for academic research in algorithmically based warfighting. We draw from a corpus of DoD grant solicitations…

Computers and Society · Computer Science 2024-11-28 David Gray Widder , Sireesh Gururaja , Lucy Suchman

Advances in artificial intelligence (AI) have great potential to help address societal challenges that are both collective in nature and present at national or trans-national scale. Pressing challenges in healthcare, finance, infrastructure…

This invited white paper, submitted to the National Science Foundation in January of 2020, discusses the current challenges faced by the United States astronomical instrumentation community in the era of extremely large telescopes. Some…

Instrumentation and Methods for Astrophysics · Physics 2022-10-05 Stephen A. Smee , Gary J. Hill

In this position paper, we advocate for the idea that courses and exams in the AI era have to be designed based on two factors: (1) the strengths and limitations of AI, and (2) the pedagogical educational objectives. Based on insights from…

Computers and Society · Computer Science 2023-08-07 Ahmad Samer Wazan , Imran Taj , Abdulhadi Shoufan , Romain Laborde , Rémi Venant

Crises in peer review capacity, study replication, and AI-fabricated science have intensified interest in automated tools for assessing scientific research. However, the scientific community has a history of decontextualizing and…

Computers and Society · Computer Science 2026-01-16 Carole J. Lee

Artificial intelligence (AI) is revolutionizing research by enabling the efficient analysis of large datasets and the discovery of hidden patterns. In astrophysics, AI has become essential, transforming the classification of celestial…

High Energy Astrophysical Phenomena · Physics 2024-12-16 N. Sahakyan

New technologies have the power to revolutionize science. It has happened in the past and is happening again with the emergence of new computational tools, such as artificial intelligence and machine learning. Despite the documented impact…

Computers and Society · Computer Science 2024-02-23 Stefano Bianchini , Moritz Müller , Pierre Pelletier

This paper examines the impact of Generative Artificial Intelligence (GenAI) on scientific practices, conducting a qualitative review of selected literature to explore its applications, benefits, and challenges. The review draws on the…

Computers and Society · Computer Science 2025-07-14 Ryan Harries , Cornelia Lawson , Philip Shapira

This community paper developed out of the NSF Workshop on the Future of Artificial Intelligence (AI) and the Mathematical and Physics Sciences (MPS), which was held in March 2025 with the goal of understanding how the MPS domains…

Artificial Intelligence · Computer Science 2026-03-17 Andrew Ferguson , Marisa LaFleur , Lars Ruthotto , Jesse Thaler , Yuan-Sen Ting , Pratyush Tiwary , Soledad Villar , E. Paulo Alves , Jeremy Avigad , Simon Billinge , Camille Bilodeau , Keith Brown , Emmanuel Candes , Arghya Chattopadhyay , Bingqing Cheng , Jonathan Clausen , Connor Coley , Andrew Connolly , Fred Daum , Sijia Dong , Chrisy Xiyu Du , Cora Dvorkin , Cristiano Fanelli , Eric B. Ford , Luis Manuel Frutos , Nicolás García Trillos , Cecilia Garraffo , Robert Ghrist , Rafael Gomez-Bombarelli , Gianluca Guadagni , Sreelekha Guggilam , Sergei Gukov , Juan B. Gutiérrez , Salman Habib , Johannes Hachmann , Boris Hanin , Philip Harris , Murray Holland , Elizabeth Holm , Hsin-Yuan Huang , Shih-Chieh Hsu , Nick Jackson , Olexandr Isayev , Heng Ji , Aggelos Katsaggelos , Jeremy Kepner , Yannis Kevrekidis , Michelle Kuchera , J. Nathan Kutz , Branislava Lalic , Ann Lee , Matt LeBlanc , Josiah Lim , Rebecca Lindsey , Yongmin Liu , Peter Y. Lu , Sudhir Malik , Vuk Mandic , Vidya Manian , Emeka P. Mazi , Pankaj Mehta , Peter Melchior , Brice Ménard , Jennifer Ngadiuba , Stella Offner , Elsa Olivetti , Shyue Ping Ong , Christopher Rackauckas , Philippe Rigollet , Chad Risko , Philip Romero , Grant Rotskoff , Brett Savoie , Uros Seljak , David Shih , Gary Shiu , Dima Shlyakhtenko , Eva Silverstein , Taylor Sparks , Thomas Strohmer , Christopher Stubbs , Stephen Thomas , Suriyanarayanan Vaikuntanathan , Rene Vidal , Francisco Villaescusa-Navarro , Gregory Voth , Benjamin Wandelt , Rachel Ward , Melanie Weber , Risa Wechsler , Stephen Whitelam , Olaf Wiest , Mike Williams , Zhuoran Yang , Yaroslava G. Yingling , Bin Yu , Shuwen Yue , Ann Zabludoff , Huimin Zhao , Tong Zhang

Scientific peer review faces mounting strain as submission volumes surge, making it increasingly difficult to sustain review quality, consistency, and timeliness. Recent advances in AI have led the community to consider its use in peer…

Recently there has been an ever-increasing trend in the use of machine learning (ML) and artificial intelligence (AI) methods by the materials science, condensed matter physics, and chemistry communities. This perspective article identifies…

Materials Science · Physics 2020-03-20 Brian DeCost , Jason Hattrick-Simpers , Zachary Trautt , Aaron Kusne , Eva Campo , Martin Green

The AI research community plays a vital role in shaping the scientific, engineering, and societal goals of AI research. In this position paper, we argue that focusing on the highly contested topic of `artificial general intelligence'…

The National Science Foundation Convergence Accelerator addresses national-scale societal challenges through use-inspired convergence research. Leveraging a convergence approach the Convergence Accelerator builds upon basic research and…

Computers and Society · Computer Science 2020-11-04 Shelby Smith , Chaitanya Baru

Artificial Intelligence (AI) has made impressive progress in recent years and represents a key technology that has a crucial impact on the economy and society. However, it is clear that AI and business models based on it can only reach…

As artificial intelligence (AI) is integrated into various services and systems in society, many companies and organizations have proposed AI principles, policies, and made the related commitments. Conversely, some have proposed the need…

Computers and Society · Computer Science 2023-12-04 Arisa Ema , Ryo Sato , Tomoharu Hase , Masafumi Nakano , Shinji Kamimura , Hiromu Kitamura

Artificial intelligence (AI) has revolutionized decision-making processes and systems throughout society and, in particular, has emerged as a significant technology in high-impact scenarios of national interest. Yet, despite AI's impressive…

Machine Learning · Statistics 2024-08-05 Gregory Canal , Vladimir Leung , Philip Sage , Eric Heim , I-Jeng Wang
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