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AI-enabled scientific revolution in the age of generative AI: second NSF workshop report

Anuj Karpatne, Aryan Deshwal, Xiaowei Jia, Wei Ding, Michael Steinbach, Aidong Zhang, Vipin Kumar

2025npj Artificial Intelligence9 citationsDOIOpen Access PDF

Abstract

Artificial intelligence (AI) is transforming science and, in turn, being advanced by scientific challenges. A 2023 NSF-sponsored workshop at NSF Headquarters launched a national dialogue on this synergy. A second NSF-sponsored workshop, held in August 2024 at the University of Minnesota, revisited those insights in light of the GenAI revolution. This report captures key discussions and recommendations to guide the development of GenAI aligned with scientific discovery.

Topics & Concepts

Scientific revolutionGenerative grammarArtificial intelligenceComputer sciencePhilosophyEpistemologyExplainable Artificial Intelligence (XAI)Scientific Computing and Data ManagementMachine Learning in Materials Science