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The advent of artificial intelligence (AI) technologies has significantly changed many domains, including applied statistics. This review and vision paper explores the evolving role of applied statistics in the AI era, drawing from our…

Applications · Statistics 2024-12-16 Jie Min , Xinyi Song , Simin Zheng , Caleb B. King , Xinwei Deng , Yili Hong

The recent high performance of ChatGPT on several standardized academic tests has thrust the topic of artificial intelligence (AI) into the mainstream conversation about the future of education. As deep learning is poised to shift the…

Computers and Society · Computer Science 2023-10-26 Firuz Kamalov , David Santandreu Calong , Ikhlaas Gurrib

Generative AI research increasingly confronts a shared problem: systems must sustain yet govern their own generative activity when uncertainty is high, evidence is missing, or context is insufficient. This position paper argues that…

Neurons and Cognition · Quantitative Biology 2026-05-26 Eugene Yu Ji , Igor Grossmann , Amir-Hossein Karimi

Machine Learning and Artificial Intelligence are considered an integral part of the Fourth Industrial Revolution. Their impact, and far-reaching consequences, while acknowledged, are yet to be comprehended. These technologies are very…

Machine Learning · Computer Science 2020-01-06 Shakkeel Ahmed , Ravi S. Mula , Soma S. Dhavala

Due to the cultural and governance differences of countries around the world, there currently exists a wide spectrum of AI regulation policy proposals that have created a chaos in the global AI regulatory space. Properly regulating AI…

Computers and Society · Computer Science 2023-07-25 Weiyue Wu , Shaoshan Liu

As artificial intelligence increasingly influences our world, it becomes crucial to assess its technical progress and societal impact. This paper surveys problems and opportunities in the measurement of AI systems and their impact, based on…

Computers and Society · Computer Science 2020-09-22 Saurabh Mishra , Jack Clark , C. Raymond Perrault

Machine learning (ML) and artificial intelligence (AI) tools increasingly permeate every possible social, political, and economic sphere; sorting, taxonomizing and predicting complex human behaviour and social phenomena. However, from…

Computers and Society · Computer Science 2022-06-10 Abeba Birhane

AI systems may have transformative and long-term effects on individuals and society. To manage these impacts responsibly and direct the development of AI systems toward optimal public benefit, considerations of AI ethics and governance must…

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems. The rapid advances in this…

Human-Computer Interaction · Computer Science 2024-04-19 Steffen Holter , Mennatallah El-Assady

As Artificial Intelligence (AI), particularly Large Language Models (LLMs), becomes increasingly embedded in education systems worldwide, ensuring their ethical, legal, and contextually appropriate deployment has become a critical policy…

Computers and Society · Computer Science 2026-05-27 Sara Alaswad , Tatiana Kalganova , Wasan Awad

Cognitive Science has profoundly shaped disciplines such as Artificial Intelligence (AI), Philosophy, Psychology, Neuroscience, Linguistics, and Culture. Many breakthroughs in AI trace their roots to cognitive theories, while AI itself has…

Artificial Intelligence · Computer Science 2025-08-29 Rui Mao , Qian Liu , Xiao Li , Erik Cambria , Amir Hussain

Artificial Intelligence (AI) is fundamentally reshaping various industries by enhancing decision-making processes, optimizing operations, and unlocking new opportunities for innovation. This paper explores the applications of AI across four…

Machine Learning · Computer Science 2024-09-23 Yijie Weng , Jianhao Wu , Tara Kelly , William Johnson

AI agents -- systems that combine foundation models with reasoning, planning, memory, and tool use -- are rapidly becoming a practical interface between natural-language intent and real-world computation. This survey synthesizes the…

Artificial Intelligence · Computer Science 2026-01-06 Bin Xu

The study of complex adaptive systems, pioneered in physics, biology, and the social sciences, offers important lessons for AI governance. Contemporary AI systems and the environments in which they operate exhibit many of the properties…

Computers and Society · Computer Science 2025-03-04 Noam Kolt , Michal Shur-Ofry , Reuven Cohen

As LLM-based systems increasingly operate as agents embedded within human social and technical systems, alignment can no longer be treated as a property of an isolated model, but must be understood in relation to the environments in which…

Agentic AI systems - systems that can pursue goals through multi-step planning and tool-mediated action with limited direct supervision - are moving from experimental prototypes to enterprise deployments. This transition introduces tensions…

Computers and Society · Computer Science 2026-05-21 Nelly Dux , Cristina Alaimo , Philippe Roussiere , Abhishek Kumar Mishra

To make deliberate progress towards more intelligent and more human-like artificial systems, we need to be following an appropriate feedback signal: we need to be able to define and evaluate intelligence in a way that enables comparisons…

Artificial Intelligence · Computer Science 2019-11-26 François Chollet

Military weapon systems and command-and-control infrastructure augmented by artificial intelligence (AI) have seen rapid development and deployment in recent years. However, the sociotechnical impacts of AI on combat systems, military…

Computers and Society · Computer Science 2025-11-13 Riley Simmons-Edler , Jean Dong , Paul Lushenko , Kanaka Rajan , Ryan P. Badman

The discussion about the disruptive possibilities of a technology called artificial intelligence (AI) is on everyone's lips. Companies and countries alike are running multi-billion-dollar research programmes to ensure they do not miss out…

Computers and Society · Computer Science 2023-07-19 Rainer Rehak

As generative AI (GAI) becomes more integrated into higher education, universities are actively exploring its governance and issuing guidelines to promote responsible use, reflecting varied stages of adoption and orientations. This study…

Computers and Society · Computer Science 2025-11-19 Ming Li , Qin Xie , Ariunaa Enkhtur , Shuoyang Meng , Lilan Chen , Beverley Anne Yamamoto , Fei Cheng , Masayuki Murakami