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Efficient Multi-Agent Coordination Using Resource-Aware Junction Trees

Conference Paper Red Session Autonomous Agents and Multiagent Systems

Abstract

In this paper we address efficient decentralised coordination for cooperative multi-agent systems (framed as DCOPs) by taking intoaccount the communication and computational resources of the system. We focus on techniques that exploit structural independenceamong agents' actions to provide optimal solutions to the coordination problem, and, in particular, we use the Generalized DistributedLaw (GDL) algorithm. In this settings, we propose a novel resourceaware heuristic to build junction trees and to schedule GDL computations across the agents. Our approach aims at minimising directlythe total running time of the coordination process, rather than thetheoretical complexity of the computation, by considering computational and communication capabilities of agents.

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Context

Venue
International Conference on Autonomous Agents and Multiagent Systems
Archive span
2002-2026
Indexed papers
8043
Paper id
942689980793422493
v2026.09.13