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Multi-agent systems powered by large language models have demonstrated remarkable capabilities across diverse domains, yet existing automated design approaches seek monolithic solutions that fail to adapt resource allocation based on query…

Artificial Intelligence · Computer Science 2025-10-06 Bo Ma , Hang Li , ZeHua Hu , XiaoFan Gui , LuYao Liu , Simon Liu

Coordination between organizations on strategic, tactical and operation levels leads to more effective and efficient supply chains. Supply chain management is increasing day by day in modern enterprises. The environment is becoming…

Multiagent Systems · Computer Science 2009-11-05 Ritu Sindhu , Abdul Wahid , G. N. Purohit

Systems integration is a difficult matter particularly when its components are varied. The problem becomes even more difficult when such components are heterogeneous such as humans, robots and software systems. Currently, the humans are…

Software Engineering · Computer Science 2014-08-27 Ammar Lahlouhi

This article proposes a methodology to model and simulate complex systems, based on IRM4MLS, a generic agent-based meta-model able to deal with multi-level systems. This methodology permits the engineering of dynamic multi-level agent-based…

Multiagent Systems · Computer Science 2013-11-21 Jean-Baptiste Soyez , Gildas Morvan , Daniel Dupont , Rochdi Merzouki

Multi-agent large language models (MA-LLMs) are a rapidly growing research area that leverages multiple interacting language agents to tackle complex tasks, outperforming single-agent large language models. This literature review…

Multiagent Systems · Computer Science 2025-06-03 Arne Tillmann

Enterprise interest in multi-agent systems has shifted from generic software agents to large-language-model (LLM) based intelligent agents that plan, use tools, maintain contextual memory, inspect intermediate results, collaborate with…

Multiagent Systems · Computer Science 2026-05-12 John deVadoss

The fast development of Artificial Intelligence (AI) agents provides a promising way for the realization of intelligent and customized wireless networks. In this paper, we propose a Wireless Multi-Agent System (WMAS), which can provide…

Multiagent Systems · Computer Science 2025-08-04 Jingchen Peng , Dingli Yuan , Boxiang Ren , Jie Fan , Hao Wu , Lu Yang

In recent years, Large Language Models (LLMs) have achieved remarkable success and have been widely used in various downstream tasks, especially in the tasks of the software engineering (SE) field. We find that many studies combining LLMs…

Software Engineering · Computer Science 2024-09-24 Yanlin Wang , Wanjun Zhong , Yanxian Huang , Ensheng Shi , Min Yang , Jiachi Chen , Hui Li , Yuchi Ma , Qianxiang Wang , Zibin Zheng

User interfaces that adapt their characteristics to those of the user are referred to as adaptive interfaces. We propose Adaptive Agent Oriented Software Architecture (AAOSA) as a new way of designing adaptive interfaces. AAOSA is a new…

Human-Computer Interaction · Computer Science 2007-05-23 Babak Hodjat , Makoto Amamiya

In orchestrated multi-agent systems, humans often struggle to manage plans due to their complexity and limited transparency. Existing approaches rely on outcome-level supervision, where users verify only final outputs without visibility…

Multiagent Systems · Computer Science 2026-05-25 Zeyu He , Hannah Kim , Dan Zhang , Estevam Hruschka

Autonomous multi-agent AI systems are poised to transform various industries, particularly software development and knowledge work. Understanding current perceptions among professionals is crucial for anticipating adoption challenges,…

Computers and Society · Computer Science 2025-06-04 Nikola Balic

In complex, open, and heterogeneous environments, agents must be able to reorganize towards the most appropriate organizations to adapt unpredictable environment changes within Multi-Agent Systems (MAS). Types of reorganization can be seen…

Multiagent Systems · Computer Science 2015-08-19 Hosny Ahmed Abbas , Samir Ibrahim Shaheen , Mohammed Hussein Amin

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…

Multiagent Systems · Computer Science 2021-11-29 Marx Viana , Paulo Alencar , Carlos Lucena

Recent advancements in predictive machine learning has led to its application in various use cases in manufacturing. Most research focused on maximising predictive accuracy without addressing the uncertainty associated with it. While…

Multiagent Systems · Computer Science 2021-07-29 Bang Xiang Yong , Alexandra Brintrup

Background. Due to the widespread adoption of Artificial Intelligence (AI) and Machine Learning (ML) for building software applications, companies are struggling to recruit employees with a deep understanding of such technologies. In this…

Software Engineering · Computer Science 2025-01-24 Fabio Calefato , Luigi Quaranta , Filippo Lanubile , Marcos Kalinowski

LLM-based Multi-Agent Systems ( LLM-MAS ) have become a research hotspot since the rise of large language models (LLMs). However, with the continuous influx of new related works, the existing reviews struggle to capture them…

Computation and Language · Computer Science 2025-01-08 Shuaihang Chen , Yuanxing Liu , Wei Han , Weinan Zhang , Ting Liu

In autonomic computing, self-adaptation has been proposed as a fundamental paradigm to manage the complexity of multiagent systems (MASs). This achieved by extending a system with support to monitor and adapt itself to achieve specific…

Multiagent Systems · Computer Science 2023-07-13 Nathalia Nascimento , Paulo Alencar , Donald Cowan

In this technical note we consider a class of multi-agent network systems that we refer to as Open Multi-Agent Systems (OMAS): in these multi-agent systems, an indefinite number of agents may join or leave the network at any time. Focusing…

Systems and Control · Electrical Eng. & Systems 2024-09-23 Mauro Franceschelli , Paolo Frasca

A new approach to software design based on an agent-oriented architecture is presented. Unlike current research, we consider software to be designed and implemented with this methodology in mind. In this approach agents are considered…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Babak Hodjat , Christopher J. Savoie , Makoto Amamiya

The Unified Software Development Process (USDP) and UML have been now generally accepted as the standard methodology and modeling language for developing Object-Oriented Systems. Although Agent-based Systems introduces new issues, we…

Artificial Intelligence · Computer Science 2007-05-23 Mihaela Dinsoreanu , Ioan Salomie , Kalman Pusztai