Coordination through Mutual Notification in Cooperative Multiagent Reinforcement Learning

Daniel Szer 1 François Charpillet 1
1 MAIA - Autonomous intelligent machine
INRIA Lorraine, LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications
Abstract : We present a new algorithm for cooperative reinforcement learning in multiagent systems. Our main concern is the correct coordination between the members of the team : We seek to obtain an optimal solution for the team as a whole while keeping the learning as much decentralized as possible. We consider autonomous and independently learning agents that do not store any explicit information about their teammates' behavior, as well as possibly different reward functions for each agent. Coordination between agents occurs through communication, namely the mutual notification algorithm.
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Communication dans un congrès
Autonomous Agents and Multi Agent Systems - AAMAS'04, 2004, New York, USA, 2 p, 2004
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https://hal.inria.fr/inria-00100255
Contributeur : Publications Loria <>
Soumis le : mardi 26 septembre 2006 - 10:16:29
Dernière modification le : jeudi 11 janvier 2018 - 06:19:50

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  • HAL Id : inria-00100255, version 1

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Daniel Szer, François Charpillet. Coordination through Mutual Notification in Cooperative Multiagent Reinforcement Learning. Autonomous Agents and Multi Agent Systems - AAMAS'04, 2004, New York, USA, 2 p, 2004. 〈inria-00100255〉

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