Distributed multi-agent actor-critic algorithms with applications to stochastic path finding problems

Autor: Paris Pennesi, Yimin Yu, Ioannis Ch. Paschalidis
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Zdroj: Scopus-Elsevier
Popis: We develop a distributed multi-agent form of actor-critic algorithms for solving Markov decision problems. The proposed algorithm allows multiple agents to simultaneously explore the state-control space and communicate to exchange a limited amount of information. We establish convergence and apply the algorithm to a stochastic path finding problem.
Databáze: OpenAIRE