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memento-learning-multi-agent-state-space-representations

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memento-learning-multi-agent-state-space-representations [2025/04/17 04:53]
18.222.197.132 old revision restored (2025/02/21 00:02)
memento-learning-multi-agent-state-space-representations [2025/05/20 23:50] (current)
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 =====Learning multi-agent state space representations===== =====Learning multi-agent state space representations=====
 +
 +==== Quelques informations ====
 +
 +Markov game -> Système multi-agent avec plusieurs sets d'actions, la proba de transition dépend de s, a et s', récompense unique à chaque agent et une transition.
 +
 +Une variante consiste à donner une récompense commune aux agents.
 +
 +
 +Comment apprendre le bon moment auquel doivent se coordonnés les agents ? Quelques ressources dispo :
 +   * Kok & Vlassis, Utile coordination : Learning indepedenies among cooperative agents.
 +   * Spaan & Melo IDMG
 +
 +Détails sur l'IDMG :
 +   * Interaction Driven Markov Game
 +   * Les agents peuvent connaitre la position des autres par la communication ou en les détectant avec les capteurs
 +   * Plus de détails sur l'article de Spaan & Melo...
 +
 +Learning Coordination States :
 +   * Identification des états dans lequel un agent devrait prendre en compte les autres agents quand il choisi une action et qu'il y a besoin de coordination sur celle-ci avec un autre agent.
 +
 +==== CQ-Learning ====
 +
 +
 +
 +
 +
memento-learning-multi-agent-state-space-representations.1744858431.txt.gz · Last modified: 2025/04/17 04:53 by 18.222.197.132