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Experience Replay Using Transition Sequences

Experience replay is one of the most commonly used approaches to improve the sample efficiency of reinforcement learning algorithms. In this work, we propose an approach to select and replay sequences of transitions in order to accelerate the learning of a reinforcement learning agent in an off-poli...

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Detalles Bibliográficos
Autores principales: Karimpanal, Thommen George, Bouffanais, Roland
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6022201/
https://www.ncbi.nlm.nih.gov/pubmed/29977200
http://dx.doi.org/10.3389/fnbot.2018.00032