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AI agents are rapidly expanding in both capability and population: they now write code, operate computers across platforms, manage cloud infrastructure, and make purchasing decisions, while open-source frameworks such as OpenClaw are…

Computers and Society · Computer Science 2026-03-31 Xiaohang Nie , Zihan Guo , Kezhuo Yang , Zhichong Zheng , Bochen Ge , Shuai Pan , Zeyi Chen , Youling Xiang , Yu Zhang , Weiwen Liu , Yuanjian Zhou , Weinan Zhang

AI agents are autonomous entities that can be instantiated on demand, migrate across platforms, and interact with other agents or services without continuous human supervision. In such environments, identity is critical for establishing…

Cryptography and Security · Computer Science 2026-04-29 Minghui Xu , Xiaoyu Liu , Yihao Guo , Chunchi Liu , Yue Zhang , Xiuzhen Cheng

AI agents hold the potential to revolutionize scientific productivity by automating literature reviews, replicating experiments, analyzing data, and even proposing new directions of inquiry; indeed, there are now many such agents, ranging…

This article develops the concept of Autonomous Business Models (ABMs) as a distinct managerial and strategic logic in the age of agentic AI. While most firms still operate within human-driven or AI-augmented models, we argue that we are…

Computers and Society · Computer Science 2025-07-08 René Bohnsack , Mickie de Wet

Current embodied VLM evaluation relies on static, expert-defined, manually annotated benchmarks that exhibit severe redundancy and coverage imbalance. This labor intensive paradigm drains computational and annotation resources, inflates…

Computation and Language · Computer Science 2026-02-03 Shuai Zhang , Jiayu Hu , Zijie Chen , Zeyuan Ding , Yi Zhang , Yingji Zhang , Ziyi Zhou , Junwei Liao , Shengjie Zhou , Yong Dai , Zhenzhong Lan , Xiaozhu Ju

Agentic Artificial Intelligence (AI) represents a paradigm shift from reactive systems to proactive, autonomous decision making frameworks. Existing AI-based educational systems remain fragmented and lack multi-level integration across…

Multiagent Systems · Computer Science 2026-04-21 Arya Mary K J , Deepthy K Bhaskar , Sinu T S , Binu V P

Autonomous AI agents now operate across cloud, enterprise, and decentralized domains, creating demand for registry infrastructures that enable trustworthy discovery, capability negotiation, and identity assurance. We analyze five prominent…

Artificial intelligence (AI) systems are evolving beyond passive tools into autonomous agents capable of reasoning, adapting, and acting with minimal human intervention. Despite their growing presence, a structured framework is lacking to…

Artificial Intelligence · Computer Science 2025-08-05 Christopher Wissuchek , Patrick Zschech

General web-based agents are increasingly essential for interacting with complex web environments, yet their performance in real-world web applications remains poor, yielding extremely low accuracy even with state-of-the-art frontier…

Artificial Intelligence · Computer Science 2026-03-03 Segev Shlomov , Ben wiesel , Aviad Sela , Ido Levy , Liane Galanti , Roy Abitbol

Despite advances in multimodal large language models, autonomous web agents still struggle to reliably execute long-horizon tasks on complex and dynamic web interfaces. Existing agents often suffer from inaccurate element grounding, the…

Artificial Intelligence · Computer Science 2026-02-03 Aiden Yiliu Li , Xinyue Hao , Shilong Liu , Mengdi Wang

Web agents, which couple language models with browsing and tool-use capabilities, show promise as open web assistants. Yet progress is increasingly limited by the lack of scalable, process-level supervision. Existing benchmarks are largely…

Artificial Intelligence · Computer Science 2026-05-29 Tenghao Huang , Kung-Hsiang Huang , Prafulla Kumar Choubey , Yilun Zhou , Muhao Chen , Jonathan May , Chien-Sheng Wu

Autonomous agents and systems cover a number of application areas, from robotics and digital assistants to combinatorial optimization, all sharing common, unresolved research challenges. It is not sufficient for agents to merely solve a…

Recent advances in agentic AI have shifted the focus from standalone Large Language Models (LLMs) to integrated systems that combine LLMs with tools, memory, and other agents to perform complex tasks. These multi-agent architectures enable…

Multiagent Systems · Computer Science 2025-12-17 Sreemaee Akshathala , Bassam Adnan , Mahisha Ramesh , Karthik Vaidhyanathan , Basil Muhammed , Kannan Parthasarathy

Agentic LLM AI agents are often little more than autonomous chatbots: actors following scripts, often controlled by an unreliable director. This work introduces a bottom-up framework that situates AI agents in their environment, with all…

Artificial Intelligence · Computer Science 2025-09-04 Peter J. Bentley , Soo Ling Lim , Fuyuki Ishikawa

With the rapid development of LLM-based agents, there is a growing trend to incorporate agent-specific data into the pre-training stage of LLMs, aiming to better align LLMs with real-world autonomous task execution. However, current…

Artificial Intelligence · Computer Science 2025-10-29 Jiarui Qin , Yunjia Xi , Junjie Huang , Renting Rui , Di Yin , Weiwen Liu , Yong Yu , Weinan Zhang , Xing Sun

Agentic AI represents a transformative shift in artificial intelligence, but its rapid advancement has led to a fragmented understanding, often conflating modern neural systems with outdated symbolic models -- a practice known as conceptual…

Artificial Intelligence · Computer Science 2025-10-30 Mohamad Abou Ali , Fadi Dornaika

With the rapid advancement of artificial intelligence, the proliferation of autonomous agents has introduced new challenges in interoperability, scalability, and coordination. The Internet of Agents (IoA) aims to interconnect heterogeneous…

Multiagent Systems · Computer Science 2025-05-21 Jun Liu , Ke Yu , Keliang Chen , Ke Li , Yuxinyue Qian , Xiaolian Guo , Haozhe Song , Yinming Li

Agentic AI orchestrators reduce the interface and assembly costs of composing information systems capabilities across organizational boundaries, seemingly accelerating modularization and organizational disaggregation. Yet AI-enabled…

Artificial Intelligence · Computer Science 2026-05-25 Muhammad Zia Hydari , Farooq Muzaffar

The rapid development of AI agents leads to a surge in communication demands. Alongside this rise, a variety of frameworks and protocols emerge. While these efforts demonstrate the vitality of the field, they also highlight increasing…

Networking and Internet Architecture · Computer Science 2025-09-03 Chenguang Du , Chuyi Wang , Yihan Chao , Xiaohui Xie , Yong Cui

Agentic AI shifts the investor's role from analytical execution to oversight. We present an agentic strategic asset allocation pipeline in which approximately 50 specialized agents produce capital market assumptions, construct portfolios…

Artificial Intelligence · Computer Science 2026-04-03 Andrew Ang , Nazym Azimbayev , Andrey Kim