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Collaborative decision making in multi-agent systems typically requires a predefined communication protocol among agents. Usually, agent-level observations are locally processed and information is exchanged using the predefined protocol,…

多智能体系统 · 计算机科学 2019-11-12 Homagni Saha , Vijay Venkataraman , Alberto Speranzon , Soumik Sarkar

Alzheimer's disease (AD) presents a complex, multifaceted challenge to patients, caregivers, and the healthcare system, necessitating integrated and dynamic support solutions. While artificial intelligence (AI) offers promising avenues for…

多智能体系统 · 计算机科学 2025-10-13 Adib Bazgir , Amir Habibdoust , Xing Song , Yuwen Zhang

Evolutionary multi-agent systems (EMASs) are very good at dealing with difficult, multi-dimensional problems, their efficacy was proven theoretically based on analysis of the relevant Markov-Chain based model. Now the research continues on…

We are exploring the enhancement of models of agent behaviour with more "human-like" decision making strategies than are presently available. Our motivation is to developed with a view to as the decision analysis and support for electric…

多智能体系统 · 计算机科学 2009-12-22 Yee Ming Chen , Bo-Yuan Wang , Hung-Ming Shiu

With the rapid advancement of artificial intelligence, multi-agent systems (MASs) are evolving from classical paradigms toward architectures built upon large foundation models (LFMs). This survey provides a systematic review and comparative…

人工智能 · 计算机科学 2026-04-21 Zixiang Wang , Mengjia Gong , Qiyu Sun , Jing Xu , Shuai Mao , Xin Jin , Qing-Long Han , Yang Tang

This paper presents a decentralized control framework for distribution matching in multi-agent systems (MAS), where agents collectively achieve a prescribed terminal spatial distribution. The problem is formulated using optimal transport…

系统与控制 · 电气工程与系统科学 2026-03-03 Kooktae Lee

Multi-agent system (MAS) has demonstrated exceptional capabilities in addressing complex challenges, largely due to the integration of multiple large language models (LLMs). However, the heterogeneity of LLMs, the scalability of quantities…

多智能体系统 · 计算机科学 2025-04-11 Yiting Zhang , Yijiang Li , Tianwei Zhao , Kaijie Zhu , Haohan Wang , Nuno Vasconcelos

Future intelligent system will involve very various types of artificial agents, such as mobile robots, smart home infrastructure or personal devices, which share data and collaborate with each other to execute certain tasks.Designing an…

In numerous artificial intelligence applications, the collaborative efforts of multiple intelligent agents are imperative for the successful attainment of target objectives. To enhance coordination among these agents, a distributed…

机器学习 · 计算机科学 2024-11-04 Shengchao Hu , Li Shen , Ya Zhang , Dacheng Tao

The Agents, Interaction and Complexity research group at the University of Southampton has a long track record of research in multiagent systems (MAS). We have made substantial scientific contributions across learning in MAS, game-theoretic…

In numerous artificial intelligence applications, the collaborative efforts of multiple intelligent agents are imperative for the successful attainment of target objectives. To enhance coordination among these agents, a distributed…

机器学习 · 计算机科学 2024-05-15 Shengchao Hu , Li Shen , Ya Zhang , Dacheng Tao

Software architecture design is a critical, yet inherently complex and knowledge-intensive phase of software development. It requires deep domain expertise, development experience, architectural knowledge, careful trade-offs among competing…

软件工程 · 计算机科学 2025-07-30 Ruiyin Li , Yiran Zhang , Xiyu Zhou , Peng Liang , Weisong Sun , Jifeng Xuan , Zhi Jin , Yang Liu

Though a lot of work in multi-agent systems is focused on reasoning about knowledge and beliefs of artificial agents, an explicit representation and reasoning about the presence/absence of agents, especially in the scenarios where agents…

多智能体系统 · 计算机科学 2020-01-23 Shikha Singh , Deepak Khemani

Multi-agent systems (MAS) have emerged as a prominent paradigm for leveraging large language models (LLMs) to tackle complex tasks. However, the mechanisms governing the effectiveness of MAS built upon publicly available LLMs, specifically…

多智能体系统 · 计算机科学 2026-05-11 Yuxuan Zhao , Sijia Chen , Ningxin Su

This paper proposes the "Academy of Athens" multi-agent seven-layer framework, aimed at systematically addressing challenges in multi-agent systems (MAS) within artificial intelligence (AI) art creation, such as collaboration efficiency,…

多智能体系统 · 计算机科学 2025-04-21 Lidong Zhai , Zhijie Qiu , Lvyang Zhang , Jiaqi Li , Yi Wang , Wen Lu , Xizhong Guo , Ge Sun

This paper introduces CMASE, a framework for Computational Multi-Agent Society Experiments that integrates generative agent-based modeling with virtual ethnographic methods to support researcher embedding, interactive participation, and…

人工智能 · 计算机科学 2026-03-11 Hanzhong Zhang , Muhua Huang , Jindong Wang

The rapid development of AI agent systems is leading to an emerging Internet of Agents, where specialized agents operate across local devices, edge nodes, private services, and cloud platforms. Although recent efforts have improved agent…

人工智能 · 计算机科学 2026-04-09 Yujun Cheng , Enfang Cui , Hao Qin , Zhiyuan Liang , Qi Xu

Reliability is a critical aspect of multi-agent system coordination as it ensures that the system functions correctly and consistently. If one agent in the system fails or behaves unexpectedly, it can negatively impact the performance and…

系统与控制 · 电气工程与系统科学 2024-01-24 Harshvardhan Uppaluru , Mohammad Ghuran , Hossein Rastgoftar

This paper presents a network-based multi-agent optimization model for the strategic planning of service facilities in a stochastic and competitive market. We focus on the type of service facilities that are of intermediate nature, i.e.,…

最优化与控制 · 数学 2023-04-04 Sina Baghali , Julio Deride , Yueyue Fan , Zhaomiao Guo

Foundation model (FM) powered agent services are regarded as a promising solution to develop intelligent and personalized applications for advancing toward Artificial General Intelligence (AGI). To achieve high reliability and scalability…

分布式、并行与集群计算 · 计算机科学 2024-12-19 Wenchao Xu , Jinyu Chen , Peirong Zheng , Xiaoquan Yi , Tianyi Tian , Wenhui Zhu , Quan Wan , Haozhao Wang , Yunfeng Fan , Qinliang Su , Xuemin Shen
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