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The rapid rise of autonomous AI systems and advancements in agent capabilities are introducing new risks due to reduced oversight of real-world interactions. Yet agent testing remains nascent and is still a developing science. As AI agents…

Recent advances in large language models (LLMs) have enabled the development of AI agents that exhibit increasingly human-like behaviors, including planning, adaptation, and social dynamics across diverse, interactive, and open-ended…

Neurons and Cognition · Quantitative Biology 2025-06-13 Lin Chen , Yunke Zhang , Jie Feng , Haoye Chai , Honglin Zhang , Bingbing Fan , Yibo Ma , Shiyuan Zhang , Nian Li , Tianhui Liu , Nicholas Sukiennik , Keyu Zhao , Yu Li , Ziyi Liu , Fengli Xu , Yong Li

AI safety and alignment research has predominantly been focused on methods for safeguarding individual AI systems, resting on the assumption of an eventual emergence of a monolithic Artificial General Intelligence (AGI). The alternative AGI…

Artificial Intelligence · Computer Science 2026-05-20 Nenad Tomašev , Matija Franklin , Julian Jacobs , Sébastien Krier , Simon Osindero

Designing and evaluating personalized and proactive assistant agents remains challenging due to the time, cost, and ethical concerns associated with human-in-the-loop experimentation. Existing Human-Computer Interaction (HCI) methods often…

Human-Computer Interaction · Computer Science 2025-11-25 Ziyi Xuan , Yiwen Wu , Xuhai Xu , Vinod Namboodiri , Mooi Choo Chuah , Yu Yang

The rise of AI agents introduces complex safety and security challenges arising from autonomous tool use and environmental interactions. Current guardrail models lack agentic risk awareness and transparency in risk diagnosis. To introduce…

Due to its general-purpose nature, Generative AI is applied in an ever-growing set of domains and tasks, leading to an expanding set of risks of harm impacting people, communities, society, and the environment. These risks may arise due to…

Computers and Society · Computer Science 2026-04-27 Megan Li , Wendy Bickersteth , Ningjing Tang , Jason Hong , Lorrie Cranor , Hong Shen , Hoda Heidari

Developing safe, aligned agentic AI systems requires comprehensive empirical testing, yet many existing benchmarks neglect crucial themes aligned with biology and economics, both time-tested fundamental sciences describing our needs and…

Multiagent Systems · Computer Science 2025-12-01 Roland Pihlakas

The automation of scientific discovery represents a critical milestone in Artificial Intelligence (AI) research. However, existing agentic systems for science suffer from two fundamental limitations: rigid, pre-programmed workflows that…

Artificial Intelligence · Computer Science 2025-10-20 Ed Li , Junyu Ren , Xintian Pan , Cat Yan , Chuanhao Li , Dirk Bergemann , Zhuoran Yang

This article develops the concept of the agentic economy and diagnoses its measurable preconditions: a transition in which economic action is increasingly distributed among humans, AI agents, industrial robots, executable protocols, compute…

Econometrics · Economics 2026-05-20 Davit Gondauri , Mikheil Batiashvili

This work examines how leading generative artificial intelligence companies construct and communicate the concept of "safety" through public-facing documents. Drawing on critical discourse analysis, we analyze a corpus of corporate…

Computers and Society · Computer Science 2026-02-10 Ankolika De , Gabriel Lima , Yixin Zou

Agentic Artificial Intelligence (AI) represents a fundamental shift in the design of intelligent systems, characterized by interconnected components that collectively enable autonomous perception, reasoning, planning, action, and learning.…

Agentic AI systems are increasingly capable of performing professional and personal tasks with limited human involvement. However, tracking these developments is difficult because the AI agent ecosystem is complex, rapidly evolving, and…

Computers and Society · Computer Science 2026-05-07 Leon Staufer , Kevin Feng , Kevin Wei , Luke Bailey , Yawen Duan , Mick Yang , A. Pinar Ozisik , Stephen Casper , Noam Kolt

Generative artificial intelligence (GenAI) is shifting from conversational assistants toward agentic systems -- autonomous decision-making systems that sense, decide, and act within operational workflows. This shift creates an autonomy…

Machine Learning · Computer Science 2026-05-19 Tinglong Dai , David Simchi-Levi , Michelle Xiao Wu , Yao Xie

AI agents that combine large language models with non-AI system components are rapidly emerging in real-world applications, offering unprecedented automation and flexibility. However, this unprecedented flexibility introduces complex…

Cryptography and Security · Computer Science 2026-03-13 Juhee Kim , Xiaoyuan Liu , Zhun Wang , Shi Qiu , Bo Li , Wenbo Guo , Dawn Song

Simulation-based theory development has yielded powerful insights into collective performance by linking social structure to emergent outcomes, yet it has struggled to extend to collective creativity. Creativity is hard to capture purely at…

Social and Information Networks · Computer Science 2026-02-04 Mirza Nayeem Ahmed , Raiyan Abdul Baten

Artificial intelligence (AI) systems are being readily and rapidly adopted, increasingly permeating critical domains: from consumer platforms and enterprise software to networked systems with embedded agents. While this has unlocked…

Cryptography and Security · Computer Science 2025-12-16 Amy Chang , Tiffany Saade , Sanket Mendapara , Adam Swanda , Ankit Garg

Agentic AI increasingly intervenes proactively by inferring users' situations from contextual data yet often fails for lack of principled judgment about when, why, and whether to act. We address this gap by proposing a conceptual model that…

Artificial Intelligence · Computer Science 2026-02-27 Soyoung Jung , Daehoo Yoon , Sung Gyu Koh , Young Hwan Kim , Yehan Ahn , Sung Park

Agentic AI systems, which leverage multiple autonomous agents and large language models (LLMs), are increasingly used to address complex, multi-step tasks. The safety, security, and functionality of these systems are critical, especially in…

Artificial Intelligence · Computer Science 2026-04-16 Edoardo Allegrini , Ananth Shreekumar , Z. Berkay Celik

The implementation of Artificial Intelligence (AI) in household environments, especially in the form of proactive autonomous agents, brings about possibilities of comfort and attention as well as it comes with intra or extramural ethical…

Artificial Intelligence · Computer Science 2025-07-23 Joydeep Chandra , Satyam Kumar Navneet

Large Language Model (LLMs) such as ChatGPT that exhibit generative AI capabilities are facing accelerated adoption and innovation. The increased presence of Generative AI (GAI) inevitably raises concerns about the risks and safety…

Computers and Society · Computer Science 2024-07-29 Jaymari Chua , Yun Li , Shiyi Yang , Chen Wang , Lina Yao
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