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This chapter examines the potential of generative AI in enhancing science literacy across the K-16+ grade span, including its benefits as well as the conceptual and practical challenges that doing so presents. It begins with a discussion of…

Computers and Society · Computer Science 2026-03-10 Xiaoming Zhai , James W. Pellegrino , Matias Rojas , Jongchan Park , Matthew Nyaaba , Clayton Cohn , Gautam Biswas

Generative artificial intelligence (AI) is reshaping higher education, yet many universities remain in early stages of adoption where AI innovation occurs informally and without institutional recognition. This paper presents a framework…

Computers and Society · Computer Science 2026-05-11 Karol P. Binkowski , Andrew Hopkins

Generative AI (GenAI) has rapidly entered education, yet its user experience is often explained through adoption-oriented constructs such as usefulness, ease of use, and engagement. We argue that these constructs are no longer sufficient…

Computers and Society · Computer Science 2026-03-26 Xiaoming Zhai

Advances in low-communication training algorithms are enabling a shift from centralised model training to compute setups that are either distributed across multiple clusters or decentralised via community-driven contributions. This paper…

Computers and Society · Computer Science 2025-07-11 Jakub Kryś , Yashvardhan Sharma , Janet Egan

In the rapidly evolving educational landscape, the integration of technology has shifted from an enhancement to a cornerstone of educational strategy worldwide. This transition is propelled by advancements in digital technology, especially…

Computers and Society · Computer Science 2025-10-15 Ananth Hariharan

Generative artificial intelligence (GenAI) holds the potential to transform the delivery, cultivation, and evaluation of human learning. This Perspective examines the integration of GenAI as a tool for human learning, addressing its…

Human-Computer Interaction · Computer Science 2024-09-06 Lixiang Yan , Samuel Greiff , Ziwen Teuber , Dragan Gašević

Education in the era of generative AI faces a pivotal transformation. As AI systems reshape professional practices-from software development to creative design-educators must reconsider how to prepare students for a future where humans and…

Computers and Society · Computer Science 2025-10-22 Xinran Zhu , Liam Magee , Peg Mischler

In this preprint, we present A collaborative human-AI approach to building an inspectable semantic layer for Agentic AI. AI agents first propose candidate knowledge structures from diverse data sources; domain experts then validate,…

Artificial Intelligence · Computer Science 2025-12-05 Liam McGee , James Harvey , Lucy Cull , Andreas Vermeulen , Bart-Floris Visscher , Malvika Sharan

Given that Artificial Intelligence (AI) increasingly permeates our lives, it is critical that we systematically align AI objectives with the goals and values of humans. The human-AI alignment problem stems from the impracticality of…

Computers and Society · Computer Science 2022-07-05 John Nay , James Daily

Artificial intelligence is transforming the way we work with information across disciplines and practical contexts. A growing range of disciplines are now involved in studying, developing, and assessing the use of AI in practice, but these…

Computers and Society · Computer Science 2024-09-20 Denis Newman-Griffis

Generative AI is not just a technological leap -- it is a societal stress test, reshaping trust, identity, equity, and authorship. This exploratory PhD seminar examined emerging academic trends in AI-driven synthetic media and worlds,…

Computers and Society · Computer Science 2025-07-29 Katalin Feher

AI technology development has transformed the field of engineering education with its adaptivity-driven, data-based, and ethical-led learning platforms that promote equity, diversity, and inclusivity. But with so much progress being made in…

Computers and Society · Computer Science 2026-02-04 Mona G. Ibrahim , Riham Hilal

In recent years, there has been an increased emphasis on understanding and mitigating adverse impacts of artificial intelligence (AI) technologies on society. Across academia, industry, and government bodies, a variety of endeavours are…

Computers and Society · Computer Science 2022-05-18 Ramya Srinivasan , Devi Parikh

There is general consensus that it is important for artificial intelligence (AI) and machine learning systems to be explainable and/or interpretable. However, there is no general consensus over what is meant by 'explainable' and…

Artificial Intelligence · Computer Science 2018-10-02 Alun Preece , Dan Harborne , Dave Braines , Richard Tomsett , Supriyo Chakraborty

This paper presents a multi-dimensional view of AI's role in learning and education, emphasizing the intricate interplay between AI, analytics, and the learning processes. Here, I challenge the prevalent narrow conceptualisation of AI as…

Computers and Society · Computer Science 2024-07-09 Mutlu Cukurova

Critical to successful human interaction is a capacity for empathy - the ability to understand and share the thoughts and feelings of another. As Artificial Intelligence (AI) systems are increasingly required to interact with humans in a…

Artificial Intelligence · Computer Science 2019-06-18 Maayan Shvo , Sheila A. McIlraith

This study examines the integration of generative AI in schools, assessing its benefits and risks. As AI use by students grows, it's crucial to understand its impact on learning and teaching practices. Generative AI, like ChatGPT, can…

Computers and Society · Computer Science 2024-12-18 Eyvind Elstad

Educational technologies, and the systems of schooling in which they are deployed, enact particular ideologies about what is important to know and how learners should learn. As artificial intelligence technologies -- in education and beyond…

Computers and Society · Computer Science 2021-11-02 Michael Madaio , Su Lin Blodgett , Elijah Mayfield , Ezekiel Dixon-Román

We discuss the implications of generative AI on education across four critical sections: the historical development of AI in education, its contemporary applications in learning, societal repercussions, and strategic recommendations for…

Computers and Society · Computer Science 2024-01-25 Kacper Łodzikowski , Peter W. Foltz , John T. Behrens

We consider the fundamental question: how a legacy "student" Artificial Intelligent (AI) system could learn from a legacy "teacher" AI system or a human expert without complete re-training and, most importantly, without requiring…

Artificial Intelligence · Computer Science 2022-05-17 Ivan Y. Tyukin , Alexander N. Gorban , Konstantin Sofeikov , Ilya Romanenko
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