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Effective multi-agent systems cannot be designed by selecting prompts or communication graphs in isolation. Agent behavior depends on the information an agent receives, while the usefulness of a communication edge depends on how the…

Artificial Intelligence · Computer Science 2026-05-28 Yi Ding , Zijie Xuan , Haowei Zhou , Zhenyu Ju , Xiaoxiao Dong , Jingwen Zhang , Xingyu Zhu , Leixin Sun , Haochi Zhang

Agent communication protocols are becoming critical infrastructure for large language model (LLM) systems that must use tools, coordinate with other agents, and operate across heterogeneous environments. This work presents a human-inspired…

Networking and Internet Architecture · Computer Science 2026-04-14 Dun Yuan , Fuyuan Lyu , Ye Yuan , Weixu Zhang , Bowei He , Jiayi Geng , Linfeng Du , Zipeng Sun , Yankai Chen , Changjiang Han , Jikun Kang , Xi Chen , Haolun Wu , Xue Liu

Multi-agent teaming achieves better performance when there is communication among participating agents allowing them to coordinate their actions for maximizing shared utility. However, when collaborating a team of agents with different…

Multiagent Systems · Computer Science 2021-11-01 Esmaeil Seraj , Zheyuan Wang , Rohan Paleja , Matthew Sklar , Anirudh Patel , Matthew Gombolay

The vision of 6G communication demands autonomous and resilient networking in environments without fixed infrastructure. Yet most multi-agent reinforcement learning (MARL) approaches focus on isolated stages - exploration, relay formation,…

Systems and Control · Electrical Eng. & Systems 2025-09-24 Han Zeng , Haibo Wang , Luhao Fan , Bingcheng Zhu , Xiaohu You , Zaichen Zhang

Future networks are envisioned to connect massive artificial intelligence (AI) agents, enabling their extensive collaboration on diverse tasks. Compared to traditional entities, these agents naturally suit the semantic communication (SC),…

Image and Video Processing · Electrical Eng. & Systems 2025-09-29 Jingzhi Hu , Geoffrey Ye Li

Autonomous agents are moving from tools into a layer of social infrastructure: they browse, purchase, deploy software, manage systems, and increasingly interact with one another. As these systems scale, the bottleneck shifts away from raw…

Large Language Models (LLMs) have demonstrated remarkable performance improvements and the ability to learn domain-specific languages (DSLs), including APIs and tool interfaces. This capability has enabled the creation of AI agents that can…

Networking and Internet Architecture · Computer Science 2026-01-22 Charles Fleming , Luca Muscariello , Vijoy Pandey , Ramana Kompella

This paper introduces Agentic-AI Healthcare, a privacy-aware, multilingual, and explainable research prototype developed as a single-investigator project. The system leverages the emerging Model Context Protocol (MCP) to orchestrate…

Cryptography and Security · Computer Science 2025-10-06 Mohammed A. Shehab

We propose a technology-agnostic, collaboration-ready stance for Human-AI Agents Collaboration Systems (HAACS) that closes long-standing gaps in prior stages (automation; flexible autonomy; agentic multi-agent collectives). Reading…

Artificial Intelligence · Computer Science 2025-10-10 Ju Wu , Calvin K. L. Or

As LLM agents evolve into collaborative multi-agent systems, their memory requirements grow rapidly in complexity. This position paper frames multi-agent memory as a computer architecture problem. We distinguish shared and distributed…

Hardware Architecture · Computer Science 2026-04-01 Zhongming Yu , Naicheng Yu , Hejia Zhang , Wentao Ni , Mingrui Yin , Jiaying Yang , Yujie Zhao , Jishen Zhao

The consensus strategies used in collaborative multi-agent systems (MAS) face notable challenges related to adaptability, scalability, and convergence certainties. These approaches, including structured workflows, debate models, and…

Multiagent Systems · Computer Science 2025-11-25 Rathin Chandra Shit , Sharmila Subudhi

AI agents are increasingly deployed as autonomous systems capable of planning, tool use, and multi-agent collaboration across complex tasks. However, existing agent-related protocols focus on agent-to-agent interactions, leaving humans as…

Human-Computer Interaction · Computer Science 2026-02-19 Zhiyuan Liang , Enfang Cui , Qian Wei , Rui She , Tianzheng Li , Minxin Guo , Yujun Cheng

The rise of autonomous AI agents, capable of perceiving, reasoning, and acting independently, signals a profound shift in how digital ecosystems operate, govern, and evolve. As these agents proliferate beyond centralized infrastructures,…

Multiagent Systems · Computer Science 2025-04-23 Rajesh Ranjan , Shailja Gupta , Surya Narayan Singh

This paper presents a novel perspective on human-computer interaction (HCI), framing it as a dynamic interplay between human and computational agents within a networked system. Going beyond traditional interface-based approaches, we…

Multiagent Systems · Computer Science 2025-05-12 Uwe M. Borghoff , Paolo Bottoni , Remo Pareschi

This paper investigates the multi-agent cooperative exploration problem, which requires multiple agents to explore an unseen environment via sensory signals in a limited time. A popular approach to exploration tasks is to combine active…

Robotics · Computer Science 2023-11-02 Xinyi Yang , Yuxiang Yang , Chao Yu , Jiayu Chen , Jingchen Yu , Haibing Ren , Huazhong Yang , Yu Wang

Multi-agent AI systems, which simulate diverse instructional roles such as teachers and peers, offer new possibilities for personalized and interactive learning. Yet, student-AI interaction patterns and their pedagogical implications remain…

Human-Computer Interaction · Computer Science 2026-03-24 Zhanxin Hao , Jie Cao , Ruimiao Li , Jifan Yu , Zhiyuan Liu , Yu Zhang

Multi-agent collaboration has emerged as a pivotal paradigm for addressing complex, distributed tasks in large language model (LLM)-driven applications. While prior research has focused on high-level architectural frameworks, the granular…

Multiagent Systems · Computer Science 2025-05-20 Haochun Wang , Sendong Zhao , Jingbo Wang , Zewen Qiang , Bing Qin , Ting Liu

The increasing demand for software development has driven interest in automating software engineering (SE) tasks using Large Language Models (LLMs). Recent efforts extend LLMs into multi-agent systems (MAS) that emulate collaborative…

Software Engineering · Computer Science 2025-10-15 Zhenyu Mao , Jacky Keung , Fengji Zhang , Shuo Liu , Yifei Wang , Jialong Li

Since their inception, Multi Agent Systems (MASs) have been championed as a solution for the increasing problem of software complexity. Communities of distributed autonomous computing entities that are capable of collaborating, negotiating…

Multiagent Systems · Computer Science 2017-11-08 David J. Lillis

Through the collaboration of multiple LLM-empowered agents possessing diverse expertise and tools, multi-agent systems achieve impressive progress in solving real-world problems. Given the user queries, the meta-agents, serving as the brain…

Artificial Intelligence · Computer Science 2025-03-12 Ao Li , Yuexiang Xie , Songze Li , Fugee Tsung , Bolin Ding , Yaliang Li