Is prioritized sweeping the better episodic control?

Dyna, an integrated architecture for learning, planning, and reacting

Sutton, Richard S · 1991

Earlier work this paper cites.

Prioritized sweeping: Reinforcement learning with less data and less time

Moore, Andrew W. and Atkeson, Christopher G · 1993

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Efficient learning and planning within the dyna framework

Peng, Jing and Williams, R. J · 1993

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Reverse replay of behavioural sequences in hippocampal place cells during the awake state

Foster, David J. and Wilson, Matthew A · 2006

Earlier work this paper cites.

Episodic memory

Clayton, Nicola S., Salwiczek, Lucie H., and Dickinson, Anthony · 2007

Earlier work this paper cites.

Hippocampal contributions to control: The third way

Lengyel, Máté and Dayan, Peter · 2008

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Hippocampal replay is not a simple function of experience

Gupta, Anoopum S., van der Meer, Matthijs A.A., Touretzky, David S., and Redish, A. David · 2010

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Planning by prioritized sweeping with small backups

Seijen, Harm Van and Sutton, Rich · 2013

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Model-Free Episodic Control

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The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables

Maddison, C. J., Mnih, A., and Whye Teh, Y · 2016

Cited alongside, same era.

Neural Episodic Control

Pritzel, A., Uria, B., Srinivasan, S., Puigdomènech, A., Vinyals, O., Hassabis, D., Wierstra, D., and Blundell, C · 2017

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Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Silver, D., Hubert, T., Schrittwieser, J., Antonoglou, I., Lai, M., Guez, A., Lanctot, M., Sifre, L., Kumaran, D., Graepel, T., Lillicrap, T., Simonyan, K., and Hassabis, D · 2017

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Reinforcement Learning: An Introduction

Original

Sutton, Richard S. and Barto, Andrew G · 2018

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Reinforcement learning and episodic memory in humans and animals: An integrative framework

Gershman, Samuel J. and Daw, Nathaniel D · 2085

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