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Agentic systems, in which diverse agents cooperate to tackle challenging problems, are exploding in popularity in the AI community. However, existing agentic frameworks take a relatively narrow view of agents, apply a centralized model, and…

多智能体系统 · 计算机科学 2026-01-30 Alok Kamatar , J. Gregory Pauloski , Yadu Babuji , Ryan Chard , Mansi Sakarvadia , Daniel Babnigg , Kyle Chard , Ian Foster

Web browsing agents powered by large language models (LLMs) have shown tremendous potential in automating complex web-based tasks. Existing approaches typically rely on large LLMs (e.g., GPT-4o) to explore web environments and generate…

多智能体系统 · 计算机科学 2025-03-10 Ruichen Zhang , Mufan Qiu , Zhen Tan , Mohan Zhang , Vincent Lu , Jie Peng , Kaidi Xu , Leandro Z. Agudelo , Peter Qian , Tianlong Chen

Agentic AI networking (AgentNet) is a novel AI-native networking paradigm in which a large number of specialized AI agents collaborate to perform autonomous decision-making, dynamic environmental adaptation, and complex missions. It has the…

人工智能 · 计算机科学 2026-05-13 Yong Xiao , Xubo Li , Haoran Zhou , Yingyu Li , Yayu Gao , Guangming Shi , Ping Zhang , Marwan Krunz

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…

人机交互 · 计算机科学 2024-04-19 Steffen Holter , Mennatallah El-Assady

The agentic web marks a structural transition from a human-centered information network to a digital environment populated by artificial intelligence (AI) agents that perceive, decide, and act autonomously. As delegated action unfolds at…

The rise of large language model (LLM)-powered agents is transforming services computing, moving it beyond static, request-driven functions toward dynamic, goal-oriented, and socially embedded multi-agent ecosystems. We propose Agentic…

Realizing Level 4/5 Autonomous Networks (AN) demands a shift from static automation to agent-native intelligence. Current operations, reliant on rigid scripts, lack the cognitive agency to handle off-nominal conditions. To address this,…

人工智能 · 计算机科学 2026-05-21 Binghan Wu , Shoufeng Wang , Yunxin Liu , Ya-Qin Zhang , Joseph Sifakis , Ye Ouyang

The proliferation of autonomous AI agents represents a paradigmatic shift from traditional web architectures toward collaborative intelligent systems requiring sophisticated mechanisms for discovery, authentication, capability verification,…

网络与互联网体系结构 · 计算机科学 2025-08-06 Sichao Wang , Ramesh Raskar , Mahesh Lambe , Pradyumna Chari , Rekha Singhal , Shailja Gupta , Rajesh Ranjan , Ken Huang

Recent advances in large language models have sparked growing interest in AI agents capable of solving complex, real-world tasks. However, most existing agent systems rely on manually crafted configurations that remain static after…

Markets are a promising way to coordinate AI agent activity for similar reasons to those used to justify markets more broadly. In order to effectively participate in markets, agents need to have informative signals of their own ability to…

人工智能 · 计算机科学 2026-04-28 Andrey Fradkin , Rohit Krishnan

This position paper argues that agentic AI systems should be designed and evaluated as \emph{marginal token allocation economies} rather than as text generators priced by the unit. We follow a single request -- a developer asking a coding…

人工智能 · 计算机科学 2026-05-05 Siqi Zhu

In the artificial intelligence space, as we transition from isolated large language models to autonomous agents capable of complex reasoning and tool use. While foundational architectures and local context management protocols have been…

多智能体系统 · 计算机科学 2026-02-18 Naveen Kumar Krishnan

Agentic AI seeks to endow systems with sustained autonomy, reasoning, and interaction capabilities. To realize this vision, its assumptions about agency must be complemented by explicit models of cognition, cooperation, and governance. This…

人工智能 · 计算机科学 2026-02-11 Virginia Dignum , Frank Dignum

In an era where vast amounts of data are collected and processed from diverse sources, there is a growing demand for sophisticated AI systems capable of intelligently fusing and analyzing this information. To address these challenges,…

软件工程 · 计算机科学 2025-11-24 Amine Ben Hassouna , Hana Chaari , Ines Belhaj

As intelligent systems are increasingly capable of performing their tasks without the need for continuous human input, direction, or supervision, new human-machine interaction concepts are needed. A promising approach to this end is…

The concept of the 'agent' has profoundly shaped Artificial Intelligence (AI) research, guiding development from foundational theories to contemporary applications like Large Language Model (LLM)-based systems. This paper critically…

人工智能 · 计算机科学 2025-09-16 Jesse Gardner , Vladimir A. Baulin

Web agents--autonomous systems that navigate and execute tasks on the web on behalf of users--have the potential to transform how people interact with the digital world. However, the most capable web agents today rely on proprietary models…

As large language models (LLM)-driven agents transition from isolated task solvers to persistent digital entities, the emergence of the Agentic Web, an ecosystem where heterogeneous agents autonomously interact and co-evolve, marks a…

Recently, large language model (LLM)-based agents have achieved significant success in interactive environments, attracting significant academic and industrial attention. Despite these advancements, current research predominantly focuses on…

计算与语言 · 计算机科学 2025-05-22 Peng Wang , Ruihan Tao , Qiguang Chen , Mengkang Hu , Libo Qin

Multi-agent architectures built on large language models (LLMs) have demonstrated the potential to realize swarm intelligence through well-crafted collaboration. However, the substantial burden of manual orchestration inherently raises an…

人工智能 · 计算机科学 2026-02-10 Rui Li , Zeyu Zhang , Xiaohe Bo , Quanyu Dai , Chaozhuo Li , Feng Wen , Xu Chen