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Jakob N. Foerster

University of Oxford

Reinforcement Learning Enhanced Quantum-inspired Algorithm for Combinatorial Optimization

Feb 14, 2020
Dmitrii Beloborodov, A. E. Ulanov, Jakob N. Foerster, Shimon Whiteson, A. I. Lvovsky

* Submitted to ICML 2020. 9 pages, 3 pdf figures. V2: fixed acknowledgements 

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Robust Domain Randomization for Reinforcement Learning

Oct 23, 2019
Reda Bahi Slaoui, William R. Clements, Jakob N. Foerster, Sébastien Toth


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Exploratory Combinatorial Optimization with Reinforcement Learning

Sep 09, 2019
Thomas D. Barrett, William R. Clements, Jakob N. Foerster, A. I. Lvovsky

* 8 pages (including references), 5 figures/tables + 1 page supplemental material 

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The Hanabi Challenge: A New Frontier for AI Research

Feb 01, 2019
Nolan Bard, Jakob N. Foerster, Sarath Chandar, Neil Burch, Marc Lanctot, H. Francis Song, Emilio Parisotto, Vincent Dumoulin, Subhodeep Moitra, Edward Hughes, Iain Dunning, Shibl Mourad, Hugo Larochelle, Marc G. Bellemare, Michael Bowling

* 37 pages, 5 figures, submitted to Artificial Intelligence 

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Multi-Agent Common Knowledge Reinforcement Learning

Nov 05, 2018
Jakob N. Foerster, Christian A. Schroeder de Witt, Gregory Farquhar, Philip H. S. Torr, Wendelin Boehmer, Shimon Whiteson


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Bayesian Action Decoder for Deep Multi-Agent Reinforcement Learning

Nov 04, 2018
Jakob N. Foerster, Francis Song, Edward Hughes, Neil Burch, Iain Dunning, Shimon Whiteson, Matthew Botvinick, Michael Bowling


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Learning with Opponent-Learning Awareness

Sep 19, 2018
Jakob N. Foerster, Richard Y. Chen, Maruan Al-Shedivat, Shimon Whiteson, Pieter Abbeel, Igor Mordatch


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Input Switched Affine Networks: An RNN Architecture Designed for Interpretability

Jun 12, 2017
Jakob N. Foerster, Justin Gilmer, Jan Chorowski, Jascha Sohl-Dickstein, David Sussillo

* ICLR 2107 submission: https://openreview.net/forum?id=H1MjAnqxg 

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Learning to Communicate with Deep Multi-Agent Reinforcement Learning

May 24, 2016
Jakob N. Foerster, Yannis M. Assael, Nando de Freitas, Shimon Whiteson


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Learning to Communicate to Solve Riddles with Deep Distributed Recurrent Q-Networks

Feb 08, 2016
Jakob N. Foerster, Yannis M. Assael, Nando de Freitas, Shimon Whiteson


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