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In the rapidly evolving field of artificial intelligence, the ability to harness and integrate knowledge across various domains stands as a paramount challenge and opportunity. This study introduces a novel approach to cross-domain…

Biological and artificial information processing systems form representations of the world that they can use to categorize, reason, plan, navigate, and make decisions. How can we measure the similarity between the representations formed by…

Artificial intelligence (AI) is moving increasingly beyond prediction to support decisions in complex, uncertain, and dynamic environments. This shift creates a natural intersection with operations research and management sciences (OR/MS),…

Optimization and Control · Mathematics 2026-04-14 I. Esra Buyuktahtakin

The accelerating pace of developments in Artificial Intelligence~(AI) and the increasing role that technology plays in society necessitates substantial changes in the structure of the workforce. Besides scientists and engineers, there is a…

Computers and Society · Computer Science 2025-01-22 Jaromir Savelka , Can Kultur , Arav Agarwal , Christopher Bogart , Heather Burte , Adam Zhang , Majd Sakr

The emergence of large language models has catalyzed two distinct yet interconnected paradigms in artificial intelligence: standalone AI Agents and collaborative Agentic AI ecosystems. This comprehensive study establishes a definitive…

Artificial Intelligence · Computer Science 2025-06-17 Prashik Buddhaghosh Bansod

Generative AI (GenAI) is rapidly transforming knowledge work, yet its implications for organizational hierarchies remain poorly understood. Unlike earlier automation technologies, GenAI can both perform tasks autonomously and assist human…

Theoretical Economics · Economics 2026-03-25 Fasheng Xu , Jing Hou , Wei Chen , Karen Xie

Medicine and deep learning-based artificial intelligence (AI) engineering represent two distinct fields each with decades of published history. With such history comes a set of terminology that has a specific way in which it is applied.…

Artificial Intelligence has proven to be a transformative tool for advancing scientific research across a wide range of disciplines. However, a significant gap still exists between AI and scientific communities, limiting the full potential…

Artificial Intelligence · Computer Science 2025-02-19 Yutong Xie , Yijun Pan , Hua Xu , Qiaozhu Mei

Recent advances in machine learning and AI, including Generative AI and LLMs, are disrupting technological innovation, product development, and society as a whole. AI's contribution to technology can come from multiple approaches that…

Scientific collaboration in almost every discipline is mainly driven by the need of sharing knowledge, expertise, and pooled resources. Science is becoming more complex which has encouraged scientists to involve more in collaborative…

Social and Information Networks · Computer Science 2022-05-26 Anahita Hajibabaei , Andrea Schiffauerova , Ashkan Ebadi

Experiential AI is presented as a research agenda in which scientists and artists come together to investigate the entanglements between humans and machines, and an approach to human-machine learning and development where knowledge is…

Computers and Society · Computer Science 2023-06-02 Drew Hemment , Dave Murray-Rust , Vaishak Belle , Ruth Aylett , Matjaz Vidmar , Frank Broz

While the exploration for embodied AI has spanned multiple decades, it remains a persistent challenge to endow agents with human-level intelligence, including perception, learning, reasoning, decision-making, control, and generalization…

Robotics · Computer Science 2024-02-07 Zhiyuan Xu , Kun Wu , Junjie Wen , Jinming Li , Ning Liu , Zhengping Che , Jian Tang

Requirement Engineering (RE) is the foundation of successful software development. In RE, the goal is to ensure that implemented systems satisfy stakeholder needs through rigorous requirements elicitation, validation, and evaluation…

Software Engineering · Computer Science 2025-10-07 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

The arrival of deep learning techniques able to infer patterns from large datasets has dramatically improved the performance of Artificial Intelligence (AI) systems. Deep learning's rapid development and adoption, in great part led by large…

Computers and Society · Computer Science 2022-01-12 Joel Klinger , Juan Mateos-Garcia , Konstantinos Stathoulopoulos

This work examines how AI, especially agentic systems, is being adopted in engineering and manufacturing workflows, what value it provides today, and what is needed for broader deployment. This is an exploratory and qualitative…

Computers and Society · Computer Science 2026-04-14 Kristen M. Edwards , Maxwell Bauer , Claire Jacquillat , A. John Hart , Faez Ahmed

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

Generative Artificial Intelligence (GenAI) is rapidly reshaping higher education, yet barriers to its adoption across different disciplines and institutional roles remain underexplored. Existing literature frequently attributes adoption…

Computers and Society · Computer Science 2026-05-29 Jianhua Yang , Kerem Öge , Adrian von Mühlenen , Abdullah Bilal Akbulut , Tanya Suzanne Carey , Chidi Okorro

Recent advancements in artificial intelligence, particularly with the emergence of large language models (LLMs), have sparked a rethinking of artificial general intelligence possibilities. The increasing human-like capabilities of AI are…

Computation and Language · Computer Science 2024-01-23 Ruoxi Xu , Yingfei Sun , Mengjie Ren , Shiguang Guo , Ruotong Pan , Hongyu Lin , Le Sun , Xianpei Han

AI agents are now running real transactions, workflows, and sub-agent chains across organizational boundaries without continuous human supervision. This creates a problem no current infrastructure is equipped to solve: how do you identify,…

Artificial Intelligence · Computer Science 2026-04-28 Takumi Otsuka , Kentaroh Toyoda , Alex Leung

The intersection of artificial intelligence and psychological science has experienced remarkable growth, with annual publications expanding from 859 papers in 2000 to 29,979 by 2025. However, this rapid evolution has created methodological…

Computers and Society · Computer Science 2026-04-07 Huiyao Chen , Ruimeng Liu , Yan Luo , Jiawen Zhang , Meishan Zhang , Baotian Hu , Min Zhang