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Artificial intelligence (AI) is influencing heterogeneous catalysis research by accelerating simulations and materials discovery. A key frontier is integrating AI with multiscale models and multimodal experiments to address the…

Chemical Physics · Physics 2025-10-23 Andrew J. Medford , Todd N. Whittaker , Bjarne Kreitz , David W. Flaherty , John R. Kitchin

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

Generative Artificial Intelligence (AI) tools are rapidly adopted in the workplace and in education, yet the empirical evidence on AI's impact remains mixed. We propose a model of human-AI interaction to better understand and analyze…

Computer Science and Game Theory · Computer Science 2026-05-13 Ali Aouad , Thodoris Lykouris , Huiying Zhong

Organisations often struggle to identify the causes of change in metrics such as product quality and delivery duration. This task becomes increasingly challenging when the cause lies outside of company borders in multi-echelon supply chains…

Machine Learning · Computer Science 2024-08-19 Stefan Schoepf , Jack Foster , Alexandra Brintrup

Recent developments in artificial intelligence (AI) have permeated through an array of different immersive environments, including virtual, augmented, and mixed realities. AI brings a wealth of potential that centers on its ability to…

Human-Computer Interaction · Computer Science 2024-05-10 Wangfan Li , Rohit Mallick , Carlos Toxtli-Hernandez , Christopher Flathmann , Nathan J. McNeese

As Artificial Intelligence (AI) technologies proliferate, concern has centered around the long-term dangers of job loss or threats of machines causing harm to humans. All of this concern, however, detracts from the more pertinent and…

Artificial Intelligence · Computer Science 2018-09-24 Kirsten Lloyd

Socio-technical scenarios for net-zero and other transformation pathways combine qualitative storylines with quantitative models, embedding them in plausible societal contexts for model assessment. Conventional scenario generation is…

Computers and Society · Computer Science 2026-04-01 Andrew G. Ross , Alan M. Ross

Public sector use of AI has been quietly on the rise for the past decade, but only recently have efforts to regulate it entered the cultural zeitgeist. While simple to articulate, promoting ethical and effective roll outs of AI systems in…

Computers and Society · Computer Science 2024-04-24 Tom Zick , Mason Kortz , David Eaves , Finale Doshi-Velez

Artificial intelligence (AI) tools such as large language models (LLMs) are already altering student learning. Unlike previous technologies, LLMs can independently solve problems regardless of student understanding, yet are not always…

Theoretical Economics · Economics 2025-09-04 Eric Gao

Uncertainty in artificial intelligence (AI) predictions poses urgent legal and ethical challenges for AI-assisted decision-making. We examine two algorithmic interventions that act as guardrails for human-AI collaboration: selective…

Computers and Society · Computer Science 2025-08-12 Holli Sargeant , Mackenzie Jorgensen , Arina Shah , Adrian Weller , Umang Bhatt

AI tools increasingly guide targeted interventions in healthcare, education, and recruiting. Algorithms score individuals, trigger outreach to those above a threshold (e.g., high-risk or high-value), and encourage them to request service;…

Methodology · Statistics 2026-04-17 Carri W. Chan , Yi Han , Hannah Li , Benjamin L. Ranard

This chapter examines the global governance of artificial intelligence (AI) through the lens of the Global AI Divide, focusing on disparities in AI development, innovation, and regulation. It highlights systemic inequities in education,…

Computers and Society · Computer Science 2026-01-27 Chinasa T. Okolo , Mubarak Raji

Public feeding programs continue to be a major source of nutrition to a large part of the population across the world. Any disruption to these activities, like the one during the Covid-19 pandemic, can lead to adverse health outcomes,…

Artificial Intelligence (AI) techniques continue to broaden across governmental and public sectors, such as power and energy - which serve as critical infrastructures for most societal operations. However, due to the requirements of…

Artificial Intelligence · Computer Science 2021-11-04 Erik Blasch , Haoran Li , Zhihao Ma , Yang Weng

The unprecedented performance of machine learning models in recent years, particularly Deep Learning and transformer models, has resulted in their application in various domains such as finance, healthcare, and education. However, the…

Human-Computer Interaction · Computer Science 2023-12-20 Milad Rogha

Artificial intelligence (AI) is increasingly integrated into society, from financial services and traffic management to creative writing. Academic literature on the deployment of AI has mostly focused on the risks and harms that result from…

As the rapid proliferation of AI systems and harms spurs efforts in AI governance around the world, prioritizing among competing policy options has become increasingly challenging for policymakers and researchers. We introduce a methodology…

Computers and Society · Computer Science 2026-05-28 Julia Barnett , Kimon Kieslich , Natali Helberger , Nicholas Diakopoulos

A key stumbling block in effective supply chain risk management for companies and policymakers is a lack of visibility on interdependent supply network relationships. Relationship prediction, also called link prediction is an emergent area…

Computational Engineering, Finance, and Science · Computer Science 2024-12-05 Ge Zheng , Alexandra Brintrup

Policymakers face a broader challenge of how to view AI capabilities today and where does society stand in terms of those capabilities. This paper surveys AI capabilities and tackles this very issue, exploring it in context of political…

Computers and Society · Computer Science 2022-02-22 Shashank Yadav

Predicting the economy's short-term dynamics -- a vital input to economic agents' decision-making process -- often uses lagged indicators in linear models. This is typically sufficient during normal times but could prove inadequate during…

General Economics · Economics 2024-05-21 James T. E. Chapman , Ajit Desai
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