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During our participation in MAPC 2019, we have developed two multi-agent systems that have been designed specifically for this competition. The first of the systems is pro-active system that works with pre-specified scenarios and tasks…

Multiagent Systems · Computer Science 2020-08-04 Vaclav Uhlir , Frantisek Zboril , Frantisek Vidensky

Current validation methods often rely on recorded data and basic functional checks, which may not be sufficient to encompass the scenarios an autonomous vehicle might encounter. In addition, there is a growing need for complex scenarios…

Robotics · Computer Science 2024-02-08 Marc Kaufeld , Rainer Trauth , Johannes Betz

This survey investigates how classical software design patterns can enhance the reliability and scalability of communication in Large Language Model (LLM)-driven agentic AI systems, focusing particularly on the Model Context Protocol (MCP).…

Software Engineering · Computer Science 2026-05-25 Anjana Sarkar , Soumyendu Sarkar

Agents, as user-centric tools, are increasingly deployed for human task delegation, assisting with a broad spectrum of requests by generating thoughts, engaging with user proxies, and producing action plans. However, agents based on large…

Multiagent Systems · Computer Science 2024-10-02 Wenyue Hua , Mengting Wan , Shashank Vadrevu , Ryan Nadel , Yongfeng Zhang , Chi Wang

Many intelligent systems currently interact with others using at least one of fixed communication inputs or preset responses, resulting in rigid interaction experiences and extensive efforts developing a variety of scenarios for the system.…

Artificial Intelligence · Computer Science 2019-09-17 Richard G. Freedman , Yi Ren Fung , Roman Ganchin , Shlomo Zilberstein

A multitude of agent-oriented software engineering frameworks exist, most of which are developed by the academic multi-agent systems community. However, these frameworks often impose programming paradigms on their users that are challenging…

Multiagent Systems · Computer Science 2020-03-11 Timotheus Kampik , Juan Carlos Nieves

Intelligent agent systems in real-world agricultural scenarios must handle diverse tasks under multimodal inputs, ranging from lightweight information understanding to complex multi-step execution. However, most existing approaches rely on…

Computation and Language · Computer Science 2026-01-14 Bo Yang , Yu Zhang , Yunkui Chen , Lanfei Feng , Xiao Xu , Nueraili Aierken , Shijian Li

OWLOOP is an Application Programming Interface (API) for using the Ontology Web Language (OWL) by the means of Object-Oriented Programming (OOP). It is common to design software architectures using the OOP paradigm for increasing their…

Artificial Intelligence · Computer Science 2022-01-03 Luca Buoncompagni , Syed Yusha Kareem , Fulvio Mastrogiovanni

BIP is a component framework for constructing systems by superposing three layers of modeling: Behavior, Interaction, and Priority. Behavior is represented by labeled transition systems communicating through ports. Interactions are sets of…

Software Engineering · Computer Science 2009-12-01 Mohamad Jaber , Ananda Basu , Simon Bliudze

This paper focuses on the optimal coverage problem (OCP) for multi-agent systems with a decentralized optimization mechanism. A game based distributed decision-making method for the multi-agent OCP is proposed to address the high…

Systems and Control · Electrical Eng. & Systems 2026-01-08 Zixin Feng , Wenchao Xue , Yifen Mu , Ming Wei , Bin Meng , Wei Cui

This paper presents the overall design of a multi-agent framework for tuning the performance of an application executing in a distributed environment. The multi-agent framework provides services like resource brokering, analyzing…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-05-13 Sarbani Roy , Saikat Halder , Nandini Mukherjee

In this paper, we study output synchronization for multi-agent systems. The objective is to design a protocol which only depends on the agent dynamics and does not require any knowledge of the network. If the network has a directed spanning…

Systems and Control · Electrical Eng. & Systems 2025-12-09 Anton A. Stoorvogel , Ali Saberi , Zhenwei Liu , Qiaofeng Wen

In a cooperative multiagent system, a collection of agents executes a joint policy in order to achieve some common objective. The successful deployment of such systems hinges on the availability of reliable inter-agent communication.…

Multiagent Systems · Computer Science 2022-01-19 Mustafa O. Karabag , Cyrus Neary , Ufuk Topcu

Contemporary software architectures struggle to support autonomous agents whose reasoning is adaptive, probabilistic, and context-dependent, while system integration remains dominated by static interfaces and deterministic contracts. This…

Artificial Intelligence · Computer Science 2026-01-30 Dhiogo de Sá , Carlos Schmiedel , Carlos Pereira Lopes

This paper describes a framework for multi-robot coordination and motion planning with emphasis on inter-agent interactions. We focus on the characterization of inter-agent interactions with sufficient level of abstraction so as to allow…

Multiagent Systems · Computer Science 2015-09-17 Yancy Diaz-Mercado , Magnus Egerstedt

Automating science laboratories enables faster, safer, more accurate, and more reproducible execution of protocols, accelerating the discovery and testing of new materials, drugs, and more. However, setting up and running autonomous labs…

Artificial Intelligence · Computer Science 2026-05-19 Angelos Angelopoulos , James F. Cahoon , Ron Alterovitz

The embedding of self-organizing inter-agent processes in distributed software applications enables the decentralized coordination system elements, solely based on concerted, localized interactions. The separation and encapsulation of the…

Multiagent Systems · Computer Science 2010-06-09 Jan Sudeikat , Wolfgang Renz

Correctness is a necessary condition for systems to be effective in meeting human demands, thus playing a critical role in system development. However, correctness often manifests as a nebulous concept in practice, leading to challenges in…

Programming Languages · Computer Science 2024-02-23 Yepeng Ding

The goal of this paper is to provide a survey and application-focused atlas of collective behavior coordination algorithms for multi-agent systems. We survey the general family of collective behavior algorithms for multi-agent systems and…

Multiagent Systems · Computer Science 2021-03-23 Federico Rossi , Saptarshi Bandyopadhyay , Michael T. Wolf , Marco Pavone

In recent years, the research of multi-agent systems has taken a direction to explore larger and more complex models to fulfill sophisticated tasks. We point out two possible pitfalls that might be caused by increasing complexity;…

Multiagent Systems · Computer Science 2025-11-07 Umut Çalıkyılmaz , Nitin Nayak , Jinghua Groppe , Sven Groppe