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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Bibliographic Details
Main Authors: Thommen George Karimpanal, Roland Bouffanais
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-06-01
Series:Frontiers in Neurorobotics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fnbot.2018.00032/full