Enhanced Experience Replay Generation for Efficient Reinforcement Learning

Introduction to Reinforcement Learning

Richard S. Sutton and Andrew G. Barto · 1998

Earlier work this paper cites.

Decentralized POMDPs , pages 471–503

Frans A. Oliehoek · 2012

Earlier work this paper cites.

Generative Adversarial Networks

I. J. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio · 2014

Earlier work this paper cites.

Human-level control through deep reinforcement learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A Rusu, Joel Veness, Marc G Bellemare, Alex Graves, Martin Riedmiller, Andreas K Fidjeland, Georg Ostrovski, et al · 2015

Earlier work this paper cites.

Trust region policy optimization

John Schulman, Sergey Levine, Pieter Abbeel, Michael Jordan, and Philipp Moritz · 2015

Cited alongside, same era.

Openai gym, 2016

Greg Brockman, Vicki Cheung, Ludwig Pettersson, Jonas Schneider, John Schulman, Jie Tang, and Wojciech Zaremba · 2016

Cited alongside, same era.

Benchmarking deep reinforcement learning for continuous control

Yan Duan, Xi Chen, Rein Houthooft, John Schulman, and Pieter Abbeel · 2016

Cited alongside, same era.

Q-prop: Sample-efficient policy gradient with an off-policy critic

Original

Shixiang Gu, Timothy Lillicrap, Zoubin Ghahramani, Richard E Turner, and Sergey Levine · 2016

Cited alongside, same era.

Combining policy gradient and q-learning

Brendan O’Donoghue, Rémi Munos, Koray Kavukcuoglu, and Volodymyr Mnih

Cited in the paper.

Asynchronous methods for deep reinforcement learning

Volodymyr Mnih, Adria Puigdomenech Badia, Mehdi Mirza, Alex Graves, Timothy Lillicrap, Tim Harley, David Silver, and Koray Kavukcuoglu · 2016

Later among the works it cites.

Supersizing self-supervision: Learning to grasp from 50k tries and 700 robot hours

Lerrel Pinto and Abhinav Gupta · 2016

Later among the works it cites.

A connection between generative adversarial networks, inverse reinforcement learning, and energy-based models

Original

Chelsea Finn, Paul Christiano, Pieter Abbeel, and Sergey Levine · 2016

Later among the works it cites.

Seqgan: sequence generative adversarial nets with policy gradient

Original

Lantao Yu, Weinan Zhang, Jun Wang, and Yong Yu · 2017

Closest in time.