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Sixth-generation (6G) networks are increasingly envisioned as AI-native infrastructures integrating communication, sensing, and computing into a unified fabric. However, existing approaches remain largely optimization-centric, relying on…

Networking and Internet Architecture · Computer Science 2026-05-05 Mohamed Amine Ferrag , Abderrahmane Lakas , Merouane Debbah

The increasing complexity and scale of modern telecommunications networks demand intelligent automation to enhance efficiency, adaptability, and resilience. Agentic AI has emerged as a key paradigm for intelligent communications and…

Networking and Internet Architecture · Computer Science 2025-02-25 Ruichen Zhang , Shunpu Tang , Yinqiu Liu , Dusit Niyato , Zehui Xiong , Sumei Sun , Shiwen Mao , Zhu Han

Future 6G networks will interconnect not only devices, but autonomous machines that continuously sense, reason, and act. In such environments, communication can no longer be understood solely as delivering bits or even preserving semantic…

Multiagent Systems · Computer Science 2026-02-23 Hyowoon Seo , Joonho Seon , Jin Young Kim , Mehdi Bennis , Wan Choi , Dong In Kim

In this paper, we propose an Agentic Artificial Intelligence (AI) framework for wireless networks. The framework coordinates a pool of AI agents guided by Natural Language (NL) inputs from a human operator. At its core, the super agent is…

Networking and Internet Architecture · Computer Science 2026-04-07 Md Arafat Habib , Medhat Elsayed , Majid Bavand , Pedro Enrique Iturria Rivera , Yigit Ozcan , Melike Erol-Kantarci

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

Generative artificial intelligence (AI) agents are increasingly embedded in collaborative learning environments, yet their impact on the processes of argumentative knowledge construction remains insufficiently understood. Emerging…

Human-Computer Interaction · Computer Science 2025-12-11 Lixiang Yan , Yueqiao Jin , Linxuan Zhao , Roberto Martinez-Maldonado , Xinyu Li , Xiu Guan , Wenxin Guo , Xibin Han , Dragan Gašević

Self-evolving agentic artificial intelligence (AI) offers a new paradigm for future wireless systems by enabling autonomous agents to continually adapt and improve without human intervention. Unlike static AI models, self-evolving agents…

Artificial Intelligence · Computer Science 2025-10-08 Changyuan Zhao , Ruichen Zhang , Jiacheng Wang , Dusit Niyato , Geng Sun , Xianbin Wang , Shiwen Mao , Abbas Jamalipour

Recent advances in intelligent network control have primarily relied on task-specific Artificial Intelligence (AI) models deployed separately within the Radio Access Network (RAN) and Core Network (CN). While effective for isolated models,…

Networking and Internet Architecture · Computer Science 2026-03-02 Youbin Han , Haneul Ko , Namseok Ko , Tarik Taleb , Yan Chen

Generative Artificial Intelligence (GenAI) and communication networks are expected to have groundbreaking synergies for 6G. Connecting GenAI agents via a wireless network can potentially unleash the power of Collective Intelligence (CI) and…

Artificial Intelligence · Computer Science 2025-05-06 Hang Zou , Qiyang Zhao , Samson Lasaulce , Lina Bariah , Mehdi Bennis , Merouane Debbah

The rapid development of agentic artificial intelligence (AI) is driving future wireless networks to evolve from passive data pipes into intelligent collaborative ecosystems under the emerging paradigm of integrated learning and…

Networking and Internet Architecture · Computer Science 2026-04-06 Zhouxiang Zhao , Jiaxiang Wang , Zhaohui Yang , Kun Yang , Zhaoyang Zhang , Mingzhe Chen , Kaibin Huang

The path to higher network autonomy in 6G lies beyond the mere optimization of key performance indicators (KPIs), requiring systems that perceive and reason over the network environment as it is. This can be achieved through agentic AI,…

Networking and Internet Architecture · Computer Science 2026-05-15 Hatim Chergui , Farhad Rezazadeh , Merouane Debbah , Christos Verikoukis

The evolution of 6G networking toward agentic AI networking (AgentNet) systems requires a shift from traditional data pipelines to task-aware, agentic AI-native communication solutions. Emergent communication, a novel communication paradigm…

Artificial Intelligence · Computer Science 2026-05-12 Yong Xiao , Jingxuan Chai , Guangming Shi , Ping Zhang

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…

Artificial Intelligence · Computer Science 2026-05-13 Yong Xiao , Xubo Li , Haoran Zhou , Yingyu Li , Yayu Gao , Guangming Shi , Ping Zhang , Marwan Krunz

The rapid emergence of Large Language Models (LLMs) has catalyzed Agentic artificial intelligence (AI), autonomous systems integrating perception, reasoning, and action into closed-loop pipelines for continuous adaptation. While unlocking…

Systems and Control · Electrical Eng. & Systems 2026-04-10 Xiaojing Chen , Haiqi Yu , Wei Ni , Dusit Niyato , Ruichen Zhang , Xin Wang , Shunqing Zhang , Shugong Xu

Space-air-ground integrated networks (SAGIN) promise ubiquitous 6G connectivity but face significant resource management challenges due to heterogeneous infrastructure, dynamic topologies, and stringent quality-of-service (QoS)…

Networking and Internet Architecture · Computer Science 2026-03-18 Linghao Zhang , Haitao Zhao , Bo Xu , Hongbo Zhu , Xianbin Wang

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

Agentic AI represents a new paradigm for automating complex systems by using Large AI Models (LAMs) to provide human-level cognitive abilities with multimodal perception, planning, memory, and reasoning capabilities. This will lead to a new…

Artificial Intelligence · Computer Science 2025-11-05 Jorge Pellejero , Luis A. Hernández Gómez , Luis Mendo Tomás , Zoraida Frias Barroso

The rapid advancement of large language models (LLMs) has enabled an emergence of agentic artificial intelligence (AI) with powerful reasoning and autonomous decision-making capabilities. This integration with edge computing has led to the…

Artificial Intelligence · Computer Science 2026-02-10 Mingyi Luo , Ruichen Zhang , Xiangwang Hou , Jun Du , Chunxiao Jiang , Yong Ren , Dusit Niyato , Shiwen Mao

Agentic AI represents a major shift in how autonomous systems reason, plan, and execute multi-step tasks through the coordination of Large Language Models (LLMs), Vision Language Models (VLMs), tools, and external services. While these…

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
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