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Despite major advances in artificial intelligence (AI) for medicine and healthcare, the deployment and adoption of AI technologies remain limited in real-world clinical practice. In recent years, concerns have been raised about the…

Computers and Society · Computer Science 2024-07-09 Karim Lekadir , Aasa Feragen , Abdul Joseph Fofanah , Alejandro F Frangi , Alena Buyx , Anais Emelie , Andrea Lara , Antonio R Porras , An-Wen Chan , Arcadi Navarro , Ben Glocker , Benard O Botwe , Bishesh Khanal , Brigit Beger , Carol C Wu , Celia Cintas , Curtis P Langlotz , Daniel Rueckert , Deogratias Mzurikwao , Dimitrios I Fotiadis , Doszhan Zhussupov , Enzo Ferrante , Erik Meijering , Eva Weicken , Fabio A González , Folkert W Asselbergs , Fred Prior , Gabriel P Krestin , Gary Collins , Geletaw S Tegenaw , Georgios Kaissis , Gianluca Misuraca , Gianna Tsakou , Girish Dwivedi , Haridimos Kondylakis , Harsha Jayakody , Henry C Woodruf , Horst Joachim Mayer , Hugo JWL Aerts , Ian Walsh , Ioanna Chouvarda , Irène Buvat , Isabell Tributsch , Islem Rekik , James Duncan , Jayashree Kalpathy-Cramer , Jihad Zahir , Jinah Park , John Mongan , Judy W Gichoya , Julia A Schnabel , Kaisar Kushibar , Katrine Riklund , Kensaku Mori , Kostas Marias , Lameck M Amugongo , Lauren A Fromont , Lena Maier-Hein , Leonor Cerdá Alberich , Leticia Rittner , Lighton Phiri , Linda Marrakchi-Kacem , Lluís Donoso-Bach , Luis Martí-Bonmatí , M Jorge Cardoso , Maciej Bobowicz , Mahsa Shabani , Manolis Tsiknakis , Maria A Zuluaga , Maria Bielikova , Marie-Christine Fritzsche , Marina Camacho , Marius George Linguraru , Markus Wenzel , Marleen De Bruijne , Martin G Tolsgaard , Marzyeh Ghassemi , Md Ashrafuzzaman , Melanie Goisauf , Mohammad Yaqub , Mónica Cano Abadía , Mukhtar M E Mahmoud , Mustafa Elattar , Nicola Rieke , Nikolaos Papanikolaou , Noussair Lazrak , Oliver Díaz , Olivier Salvado , Oriol Pujol , Ousmane Sall , Pamela Guevara , Peter Gordebeke , Philippe Lambin , Pieta Brown , Purang Abolmaesumi , Qi Dou , Qinghua Lu , Richard Osuala , Rose Nakasi , S Kevin Zhou , Sandy Napel , Sara Colantonio , Shadi Albarqouni , Smriti Joshi , Stacy Carter , Stefan Klein , Steffen E Petersen , Susanna Aussó , Suyash Awate , Tammy Riklin Raviv , Tessa Cook , Tinashe E M Mutsvangwa , Wendy A Rogers , Wiro J Niessen , Xènia Puig-Bosch , Yi Zeng , Yunusa G Mohammed , Yves Saint James Aquino , Zohaib Salahuddin , Martijn P A Starmans

The era of AI regulation (AIR) is upon us. But AI systems, we argue, will not be able to comply with these regulations at the necessary speed and scale by continuing to rely on traditional, analogue methods of compliance. Instead, we posit…

Artificial Intelligence · Computer Science 2026-01-09 Bill Marino , Nicholas D. Lane

This paper investigates the critical issue of data poisoning attacks on AI models, a growing concern in the ever-evolving landscape of artificial intelligence and cybersecurity. As advanced technology systems become increasingly prevalent…

Cryptography and Security · Computer Science 2025-03-13 Halima I. Kure , Pradipta Sarkar , Ahmed B. Ndanusa , Augustine O. Nwajana

The rapid emergence of large language models (LLMs) has raised urgent questions across the modern workforce about this new technology's strengths, weaknesses, and capabilities. For privacy professionals, the question is whether these AI…

Computers and Society · Computer Science 2025-08-13 Zane Witherspoon , Thet Mon Aye , YingYing Hao

The current trend of scaling language models involves increasing both parameter count and training dataset size. Extrapolating this trend suggests that training dataset size may soon be limited by the amount of text data available on the…

Learning and Artificial Intelligence (ML/AI) techniques have become increasingly prevalent in high performance computing (HPC). However, these methods depend on vast volumes of floating point data for training and validation which need…

Machine Learning · Computer Science 2024-03-26 Robert Underwood , Jon C. Calhoun , Sheng Di , Franck Cappello

LLMs demand significant computational resources for both pre-training and fine-tuning, requiring distributed computing capabilities due to their large model sizes \cite{sastry2024computing}. Their complex architecture poses challenges…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-03 Todor Ivanov , Valeri Penchev

As Large Language Models reshape the global labor market, policymakers and workers need empirical data on which occupational skills may be most susceptible to automation. We present the Skill Automation Feasibility Index (SAFI),…

Computation and Language · Computer Science 2026-04-09 Rudra Jadhav , Janhavi Danve

Modern diffusion models have set the state-of-the-art in AI image generation. Their success is due, in part, to training on Internet-scale data which often includes copyrighted work. This prompts questions about the extent to which these…

Computer Vision and Pattern Recognition · Computer Science 2023-07-11 Stephen Casper , Zifan Guo , Shreya Mogulothu , Zachary Marinov , Chinmay Deshpande , Rui-Jie Yew , Zheng Dai , Dylan Hadfield-Menell

Diffusion models, a powerful and universal generative AI technology, have achieved tremendous success in computer vision, audio, reinforcement learning, and computational biology. In these applications, diffusion models provide flexible…

Machine Learning · Computer Science 2024-04-12 Minshuo Chen , Song Mei , Jianqing Fan , Mengdi Wang

The world has recently witnessed an unprecedented acceleration in demands for Machine Learning and Artificial Intelligence applications. This spike in demand has imposed tremendous strain on the underlying technology stack in supply chain,…

Emerging Technologies · Computer Science 2024-10-15 Paolo Faraboschi , Ellis Giles , Justin Hotard , Konstanty Owczarek , Andrew Wheeler

To address security and safety risks stemming from highly capable artificial intelligence (AI) models, we propose that the US government should ensure compute providers implement Know-Your-Customer (KYC) schemes. Compute - the computational…

Computers and Society · Computer Science 2023-10-23 Janet Egan , Lennart Heim

The rapid rollout of AI in heterogeneous public and societal sectors has subsequently escalated the need for compliance with regulatory standards and frameworks. The EU AI Act has emerged as a landmark in the regulatory landscape. The…

Artificial Intelligence · Computer Science 2026-03-11 Athanasios Davvetas , Michael Papademas , Xenia Ziouvelou , Vangelis Karkaletsis

Federated learning has emerged recently as a promising solution for distributing machine learning tasks through modern networks of mobile devices. Recent studies have obtained lower bounds on the expected decrease in model loss that is…

Health artificial intelligence (AI) adoption presents a paradox: point-solution tools diffuse readily through clinical populations, yet system-change AI, which carries the greatest potential for pathway-level transformation, consistently…

Theoretical Economics · Economics 2026-05-19 Ari Ercole

The increasing complexity of IT systems requires solutions, that support operations in case of failure. Therefore, Artificial Intelligence for System Operations (AIOps) is a field of research that is becoming increasingly focused, both in…

Machine Learning · Computer Science 2021-02-02 Thorsten Wittkopp , Alexander Acker

The rapid proliferation of artificial intelligence (AI) across industry, government, and education highlights the urgent need for robust frameworks to conceptualise and guide engagement. This paper introduces the Hierarchy of Engagement…

Computers and Society · Computer Science 2025-09-10 Madara Ogot

Generative artificial intelligence (AI) offers numerous opportunities for research and innovation, but its commercialization has raised concerns about the transparency and safety of frontier AI models. Most models lack the necessary…

The upsurge of policies and guidelines that aim to ensure Artificial Intelligence (AI) systems are safe and trustworthy has led to a fragmented landscape of AI governance. The European Union (EU) is a key actor in the development of such…

Computers and Society · Computer Science 2026-04-30 Delaram Golpayegani , Marta Lasek-Markey , Arjumand Younus , Aphra Kerr , Dave Lewis