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In this community review report, we discuss applications and techniques for fast machine learning (ML) in science -- the concept of integrating power ML methods into the real-time experimental data processing loop to accelerate scientific…

Machine Learning · Computer Science 2023-02-07 Allison McCarn Deiana , Nhan Tran , Joshua Agar , Michaela Blott , Giuseppe Di Guglielmo , Javier Duarte , Philip Harris , Scott Hauck , Mia Liu , Mark S. Neubauer , Jennifer Ngadiuba , Seda Ogrenci-Memik , Maurizio Pierini , Thea Aarrestad , Steffen Bahr , Jurgen Becker , Anne-Sophie Berthold , Richard J. Bonventre , Tomas E. Muller Bravo , Markus Diefenthaler , Zhen Dong , Nick Fritzsche , Amir Gholami , Ekaterina Govorkova , Kyle J Hazelwood , Christian Herwig , Babar Khan , Sehoon Kim , Thomas Klijnsma , Yaling Liu , Kin Ho Lo , Tri Nguyen , Gianantonio Pezzullo , Seyedramin Rasoulinezhad , Ryan A. Rivera , Kate Scholberg , Justin Selig , Sougata Sen , Dmitri Strukov , William Tang , Savannah Thais , Kai Lukas Unger , Ricardo Vilalta , Belinavon Krosigk , Thomas K. Warburton , Maria Acosta Flechas , Anthony Aportela , Thomas Calvet , Leonardo Cristella , Daniel Diaz , Caterina Doglioni , Maria Domenica Galati , Elham E Khoda , Farah Fahim , Davide Giri , Benjamin Hawks , Duc Hoang , Burt Holzman , Shih-Chieh Hsu , Sergo Jindariani , Iris Johnson , Raghav Kansal , Ryan Kastner , Erik Katsavounidis , Jeffrey Krupa , Pan Li , Sandeep Madireddy , Ethan Marx , Patrick McCormack , Andres Meza , Jovan Mitrevski , Mohammed Attia Mohammed , Farouk Mokhtar , Eric Moreno , Srishti Nagu , Rohin Narayan , Noah Palladino , Zhiqiang Que , Sang Eon Park , Subramanian Ramamoorthy , Dylan Rankin , Simon Rothman , Ashish Sharma , Sioni Summers , Pietro Vischia , Jean-Roch Vlimant , Olivia Weng

Recent developments in Generative Artificial Intelligence (GenAI) have created significant uncertainty in education, particularly in terms of assessment practices. Against this backdrop, we present an updated version of the AI Assessment…

Computers and Society · Computer Science 2025-10-01 Mike Perkins , Jasper Roe , Leon Furze

The impact of Machine Learning (ML) algorithms in the age of big data and platform capitalism has not spared scientific research in academia. In this work, we will analyse the use of ML in fundamental physics and its relationship to other…

Physics and Society · Physics 2021-12-21 Aniello Lampo , Michele Mancarella , Angelo Piga

Artificial intelligence (AI), machine learning, and deep learning have become transformative forces in big data analytics and management, enabling groundbreaking advancements across diverse industries. This article delves into the…

Artificial intelligence (AI), which enables machines to learn to perform a task by training on diverse datasets, is one of the most revolutionary developments in scientific history. Although AI and especially deep learning is relatively…

Computers and Society · Computer Science 2024-02-27 Nathan Wang , Paul Tonko , Nikil Ragav , Michael Chungyoun , Jonathan Plucker

The topics of Artificial intelligence (AI) and especially Machine Learning (ML) are increasingly making their way into educational curricula. To facilitate the access for students, a variety of platforms, visual tools, and digital games are…

Computers and Society · Computer Science 2024-11-11 Hendrik Krone , Pierre Haritz , Thomas Liebig

This perspective paper proposes a series of interactive scenarios that utilize Artificial Intelligence (AI) to enhance classroom teaching, such as dialogue auto-completion, knowledge and style transfer, and assessment of AI-generated…

Artificial Intelligence · Computer Science 2023-06-13 Kehui Tan , Tianqi Pang , Chenyou Fan , Song Yu

The primary goal of this study is to analyze agentic workflows in education according to the proposed four major technological paradigms: reflection, planning, tool use, and multi-agent collaboration. We critically examine the role of AI…

Artificial Intelligence · Computer Science 2026-01-27 Firuz Kamalov , David Santandreu Calonge , Linda Smail , Dilshod Azizov , Dimple R. Thadani , Theresa Kwong , Amara Atif

The rapid emergence of generative artificial intelligence (AI) and related technologies has the potential to dramatically influence higher education, raising questions about the roles of institutions, educators, and students in a…

Computers and Society · Computer Science 2025-10-03 Noah D. Finkelstein

Over the past decades, numerous practical applications of machine learning techniques have shown the potential of data-driven approaches in a large number of computing fields. Machine learning is increasingly included in computing curricula…

Computers and Society · Computer Science 2022-08-04 Matti Tedre , Tapani Toivonen , Juho Kahila , Henriikka Vartiainen , Teemu Valtonen , Ilkka Jormanainen , Arnold Pears

Learning Progressions (LPs) can help adjust instruction to individual learners needs if the LPs reflect diverse ways of thinking about a construct being measured, and if the LP-aligned assessments meaningfully measure this diversity. The…

Computers and Society · Computer Science 2025-09-26 Leonora Kaldaras , Tingting Li , Prudence Djagba , Kevin Haudek , Joseph Krajcik

This paper presents a theoretical framework for addressing the challenges posed by generative artificial intelligence (AI) in higher education assessment through a machine-versus-machine approach. Large language models like GPT-4, Claude,…

Computers and Society · Computer Science 2025-06-04 Mohammad Saleh Torkestani , Taha Mansouri

Artificial intelligence (AI) is reshaping how research is conceived, conducted, and communicated across fields from chemistry to biomedicine. This commentary examines how AI is transforming the research workflow. AI systems now help…

Artificial Intelligence · Computer Science 2025-11-14 Maksim E. Eren , Dorianis M. Perez

The breakthrough in Deep Learning neural networks has transformed the use of AI and machine learning technologies for the analysis of very large experimental datasets. These datasets are typically generated by large-scale experimental…

Machine Learning · Computer Science 2021-10-26 Jeyan Thiyagalingam , Mallikarjun Shankar , Geoffrey Fox , Tony Hey

Artificial intelligence (AI) is transforming society, making it crucial to prepare the next generation through AI literacy in K-12 education. However, scalable and reliable AI literacy materials and assessment resources are lacking. To…

Human-Computer Interaction · Computer Science 2024-12-03 Jiayi Wang , Ruiwei Xiao , Ying-Jui Tseng

The recent proliferation of artificial intelligence and machine learning (AI/ML) systems highlights the need for all people to develop effective competencies to interact with and examine AI/ML systems. We study shifts in five experienced…

Human-Computer Interaction · Computer Science 2026-03-30 Daniel J. Noh , Deborah A. Fields , Yasmin B. Kafai , Danaé Metaxa

As generative artificial intelligence (AI) continues to transform education, most existing AI evaluations rely primarily on technical performance metrics such as accuracy or task efficiency while overlooking human identity, learner agency,…

Computers and Society · Computer Science 2025-12-05 Shi Ding , Brian Magerko

In recent years, large language models (LLMs) and generative AI have revolutionized natural language processing (NLP), offering unprecedented capabilities in education. This chapter explores the transformative potential of LLMs in automated…

Computation and Language · Computer Science 2024-10-15 Subhankar Maity , Aniket Deroy

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

Artificial intelligence (AI) raises expectations of substantial increases in rates of technological and scientific progress, but such anticipations are often not connected to detailed ground-level studies of AI use in innovation processes.…

Computers and Society · Computer Science 2025-11-21 John P. Nelson , Olajide Olugbade , Philip Shapira , Justin B. Biddle