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相关论文: Incorporating Multi-Agent Systems Technology in Po…

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Multiagent Systems (MASs) involve different characteristics, such as autonomy, asynchronous and social features, which make these systems more difficult to understand. Thus, there is a lack of procedures guaranteeing that multiagent systems…

多智能体系统 · 计算机科学 2020-11-24 Nathalia Nascimento , Carlos Lucena , Paulo Alencar , Carlos Juliano Viana

Formal modelling of Multi-Agent Systems (MAS) is a challenging task due to high complexity, interaction, parallelism and continuous change of roles and organisation between agents. In this paper we record our research experience on formal…

多智能体系统 · 计算机科学 2010-08-20 Petros Kefalas , Ioanna Stamatopoulou

Society has become more dependent on automated intelligent systems, at the same time, these systems have become more and more complicated. Society's expectation regarding the capabilities and intelligence of such systems has also grown. We…

多智能体系统 · 计算机科学 2017-05-30 Cristina Turcu , Cornel Turcu

The multi-agent system (MAS) enables the sharing of capabilities among agents, such that collaborative tasks can be accomplished with high scalability and efficiency. MAS is increasingly widely applied in various fields. Meanwhile, the…

多智能体系统 · 计算机科学 2022-09-16 Guojun He

Multi-agent systems (MAS) utilizing multiple Large Language Model agents with Retrieval Augmented Generation and that can execute code locally may become beneficial in cosmological data analysis. Here, we illustrate a first small step…

天体物理仪器与方法 · 物理学 2024-12-04 Andrew Laverick , Kristen Surrao , Inigo Zubeldia , Boris Bolliet , Miles Cranmer , Antony Lewis , Blake Sherwin , Julien Lesgourgues

SCADA (Supervisory Control and Data Acquisition) is concerned with gathering process information from industrial control processes found in utilities such as power grids, water networks, transportation, manufacturing, etc., to provide the…

系统与控制 · 计算机科学 2015-09-11 Hosny A. Abbas , Samir I. Shaheen , Mohammed H. Amin

The field of Multi-Agent System (MAS) is an active area of research within Artificial Intelligence, with an increasingly important impact in industrial and other real-world applications. Within a MAS, autonomous agents interact to pursue…

人工智能 · 计算机科学 2018-05-11 Ferdinando Fioretto , Enrico Pontelli , William Yeoh

Several Multi-Agent System (MAS) metamodels and languages have been proposed in the literature to support the development of agent-based applications. MAS metamodels are used to capture a collection of concepts the relevant entities and…

多智能体系统 · 计算机科学 2021-11-29 Marx Viana , Paulo Alencar , Carlos Lucena

Large-Scale Multi-Agent Systems (LS-MAS) consist of several autonomous components, interacting in a non-trivial way, so that the emerging behaviour of the ensemble depends on the individual dynamics of the components and their reciprocal…

系统与控制 · 电气工程与系统科学 2025-01-03 Andrea Giusti

In a data warehousing process, the phase of data integration is crucial. Many methods for data integration have been published in the literature. However, with the development of the Internet, the availability of various types of data…

数据库 · 计算机科学 2008-09-17 Omar Boussaïd , Fadila Bentayeb , Jérôme Darmont

The increased complexity and dynamism of present and future Multi-Agent Systems (MAS) enforce the need for considering both of their static (design-time) and the dynamic (run-time) aspects. A type of balance between the two aspects can…

多智能体系统 · 计算机科学 2015-11-24 Hosny Abbas , Samir Shaheen

Multi-Agent Systems (MAS) promise to offer solutions to problems where established, older paradigms fall short. In order to validate such claims that are repeatedly made in software agent publications, empirical in-depth studies of…

多智能体系统 · 计算机科学 2011-06-02 H. Akkermans , F. Ygge

Agent-based modelling (ABM) is a facet of wider Multi-Agent Systems (MAS) research that explores the collective behaviour of individual `agents', and the implications that their behaviour and interactions have for wider systemic behaviour.…

多智能体系统 · 计算机科学 2022-10-14 Nick Malleson , Mark Birkin , Daniel Birks , Jiaqi Ge , Alison Heppenstall , Ed Manley , Josie McCulloch , Patricia Ternes

The spirit of "blockchain technology" is a distributed database in which saved data is transparent, accountable, public, immutable, and traceable. This base-level disruptive technology can boost the security and privacy-related efficiency…

In this paper, we propose to incorporate the blackboard architecture into LLM multi-agent systems (MASs) so that (1) agents with various roles can share all the information and others' messages during the whole problem-solving process, (2)…

多智能体系统 · 计算机科学 2025-07-03 Bochen Han , Songmao Zhang

Multi-agent systems (MAS) may encounter uncertainties in the form of unexpected environmental conditions, sub-optimal system configurations, and unplanned interactions between autonomous agents. The number of combinations of such…

软件工程 · 计算机科学 2022-05-12 Abigail C. Diller , Erik M. Fredericks

LLM-based multi-agent systems (MAS) have emerged as a promising approach to tackle complex tasks that are difficult for individual LLMs. A natural strategy is to scale performance by increasing the number of agents; however, we find that…

人工智能 · 计算机科学 2026-02-04 Yingxuan Yang , Chengrui Qu , Muning Wen , Laixi Shi , Ying Wen , Weinan Zhang , Adam Wierman , Shangding Gu

Adaptive multi-agent systems (MAS) are increasingly adopted to tackle complex problems. However, the narrow task coverage of their optimization raises the question of whether they can function as general-purpose systems. To address this…

多智能体系统 · 计算机科学 2026-04-23 Namyoung So , Seokgyu Jang , Taeuk Kim

Recent interest in Multi-Agent Systems of Large Language Models (MAS LLMs) has led to an increase in frameworks leveraging multiple LLMs to tackle complex tasks. However, much of this literature appropriates the terminology of MAS without…

LLM-based multi-agent systems (MAS) have demonstrated significant potential in enhancing single LLMs to address complex and diverse tasks in practical applications. Despite considerable advancements, the field lacks a unified codebase that…