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Related papers: Agentic AI Frameworks: Architectures, Protocols, a…

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Large Language Model (LLM)-based autonomous agents are expected to play a vital role in the evolution of 6G networks, by empowering real-time decision-making related to management and service provisioning to end-users. This shift…

Artificial Intelligence · Computer Science 2025-09-04 Ilias Chatzistefanidis , Navid Nikaein

Clinical dialogue represents a complex duality requiring both the empathetic fluency of natural conversation and the rigorous precision of evidence-based medicine. While Large Language Models possess unprecedented linguistic capabilities,…

Other Quantitative Biology · Quantitative Biology 2025-12-02 Xiaoquan Zhi , Hongke Zhao , Likang Wu , Chuang Zhao , Hengshu Zhu

This paper explores the transformative role of Agent AI and LangGraph in advancing the automation and effectiveness of machine translation (MT). Agents are modular components designed to perform specific tasks, such as translating between…

Computation and Language · Computer Science 2024-12-06 Jialin Wang , Zhihua Duan

Recent advances in the intrinsic reasoning capabilities of large language models (LLMs) have given rise to LLM-based agent systems that exhibit near-human performance on a variety of automated tasks. However, although these systems share…

Artificial Intelligence · Computer Science 2025-08-26 Bingxi Zhao , Lin Geng Foo , Ping Hu , Christian Theobalt , Hossein Rahmani , Jun Liu

The rise of large language models (LLMs) has sparked a surge of interest in agents, leading to the rapid growth of agent frameworks. Agent frameworks are software toolkits and libraries that provide standardized components, abstractions,…

Software Engineering · Computer Science 2025-12-02 Yanlin Wang , Xinyi Xu , Jiachi Chen , Tingting Bi , Wenchao Gu , Zibin Zheng

Large language model powered autonomous agents demand robust, standardized protocols to integrate tools, share contextual data, and coordinate tasks across heterogeneous systems. Ad-hoc integrations are difficult to scale, secure, and…

Artificial Intelligence · Computer Science 2025-05-26 Abul Ehtesham , Aditi Singh , Gaurav Kumar Gupta , Saket Kumar

Agentic AI systems are emerging as powerful tools for automating complex, multi-step tasks across various industries. One such industry is telecommunications, where the growing complexity of next-generation radio access networks (RANs)…

Networking and Internet Architecture · Computer Science 2026-04-16 Sotiris Chatzimiltis , Mahdi Boloursaz Mashhadi , Mohammad Shojafar , Merouane Debbah , Rahim Tafazolli

The rise of Agentic applications and automation in the Voice AI industry has led to an increased reliance on Large Language Models (LLMs) to navigate graph-based logic workflows composed of nodes and edges. However, existing methods face…

Artificial Intelligence · Computer Science 2025-03-11 Alex Casella , Wayne Wang

The rapid expansion of sixth-generation (6G) wireless networks and the Internet of Things (IoT) has catalyzed the evolution from centralized cloud intelligence towards decentralized edge general intelligence. However, traditional edge…

Networking and Internet Architecture · Computer Science 2025-08-27 Ruichen Zhang , Guangyuan Liu , Yinqiu Liu , Changyuan Zhao , Jiacheng Wang , Yunting Xu , Dusit Niyato , Jiawen Kang , Yonghui Li , Shiwen Mao , Sumei Sun , Xuemin Shen , Dong In Kim

Agentic AI is rapidly transforming the way research is conducted, from prototyping ideas to reproducing results found in the literature. In this paper, we explore the ability of agentic AI to autonomously design wireless communication…

Artificial Intelligence · Computer Science 2026-04-23 Fayçal Aït Aoudia , Jakob Hoydis , Sebastian Cammerer , Lorenzo Maggi , Gian Marti , Alexander Keller

This survey investigates how classical software design patterns can enhance the reliability and scalability of communication in Large Language Model (LLM)-driven agentic AI systems, focusing particularly on the Model Context Protocol (MCP).…

Software Engineering · Computer Science 2026-05-25 Anjana Sarkar , Soumyendu Sarkar

Semantic communications (SemCom), as one of the key technologies for 6G, is shifting networks from bit transmission to semantic information exchange. On this basis, introducing agentic artificial intelligence (AI) with perception, memory,…

Systems and Control · Electrical Eng. & Systems 2025-12-30 Haixiao Gao , Mengying Sun , Ruichen Zhang , Yanhan Wang , Xiaodong Xu , Nan Ma , Dusit Niyato , Ping Zhang

The paradigm of Large Language Models is undergoing a fundamental transition from static inference engines to dynamic autonomous cognitive systems.While current research primarily focuses on scaling context windows or optimizing prompt…

Artificial Intelligence · Computer Science 2026-02-25 ChengYou Li , XiaoDong Liu , XiangBao Meng , XinYu Zhao

As Agentic AI systems evolve from basic workflows to complex multi agent collaboration, robust protocols such as Google's Agent2Agent (A2A) become essential enablers. To foster secure adoption and ensure the reliability of these complex…

Cryptography and Security · Computer Science 2025-05-06 Idan Habler , Ken Huang , Vineeth Sai Narajala , Prashant Kulkarni

The rapid advancement of large language models (LLMs) has sparked growing interest in their integration into autonomous systems for reasoning-driven perception, planning, and decision-making. However, evaluating and training such agentic AI…

Artificial Intelligence · Computer Science 2026-01-26 Mohamed Amine Ferrag , Abderrahmane Lakas , Merouane Debbah

Agentic AI systems represent a new frontier in artificial intelligence, where agents often based on large language models(LLMs) interact with tools, environments, and other agents to accomplish tasks with a degree of autonomy. These systems…

Artificial Intelligence · Computer Science 2025-05-13 Sivasathivel Kandasamy

Traditional control system design, reliant on expert knowledge and precise models, struggles with complex, nonlinear, or uncertain dynamics. This paper introduces AgenticControl, a novel multi-agent framework that automates controller…

Systems and Control · Electrical Eng. & Systems 2025-06-25 Mohammad Narimani , Seyyed Ali Emami

The promising potential of AI and network convergence in improving networking performance and enabling new service capabilities has recently attracted significant interest. Existing network AI solutions, while powerful, are mainly built…

Networking and Internet Architecture · Computer Science 2025-05-13 Yong Xiao , Guangming Shi , Ping Zhang

Large Language Model (LLM)-based agents have demonstrated strong capabilities across a wide range of tasks, and their application in the medical domain holds particular promise due to the demand for high generalizability and reliance on…

Artificial Intelligence · Computer Science 2025-08-18 Yangyang Zhuang , Wenjia Jiang , Jiayu Zhang , Ze Yang , Joey Tianyi Zhou , Chi Zhang

Future sixth-generation (6G) mobile networks are envisioned to be equipped with a diverse set of powerful, yet highly specialized, optimization experts. Such a promising vision is concurrently expected to give rise to the need for scalable…

Machine Learning · Computer Science 2026-05-06 Robert-Jeron Reifert , Alaa Alameer Ahmad , Hayssam Dahrouj , Aydin Sezgin