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Interpolating Between Softmax Policy Gradient and Neural Replicator Dynamics with Capped Implicit Exploration


Jun 04, 2022
Dustin Morrill, Esra'a Saleh, Michael Bowling, Amy Greenwald

* At Reinforcement Learning and Decision Making 2022, June 2022. 9 pages and 1 figure 

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Efficient Deviation Types and Learning for Hindsight Rationality in Extensive-Form Games: Corrections


May 24, 2022
Dustin Morrill, Ryan D'Orazio, Marc Lanctot, James R. Wright, Michael Bowling, Amy R. Greenwald

* This is a version of arXiv:2102.06973 showing corrections to the official version published at ICML 2021. 45 pages and 6 figures 

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The Partially Observable History Process


Nov 15, 2021
Dustin Morrill, Amy R. Greenwald, Michael Bowling

* 8 pages, 2 figures 

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Learning to Be Cautious


Oct 29, 2021
Montaser Mohammedalamen, Dustin Morrill, Alexander Sieusahai, Yash Satsangi, Michael Bowling


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Efficient Deviation Types and Learning for Hindsight Rationality in Extensive-Form Games


Feb 13, 2021
Dustin Morrill, Ryan D'Orazio, Marc Lanctot, James R. Wright, Michael Bowling, Amy Greenwald

* 32 pages, 6 figures 

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Hindsight and Sequential Rationality of Correlated Play


Dec 17, 2020
Dustin Morrill, Ryan D'Orazio, Reca Sarfati, Marc Lanctot, James R. Wright, Amy Greenwald, Michael Bowling

* Technical report for a paper to appear at AAAI 2021. 26 pages, 15 figures 

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The Advantage Regret-Matching Actor-Critic


Aug 27, 2020
Audrūnas Gruslys, Marc Lanctot, Rémi Munos, Finbarr Timbers, Martin Schmid, Julien Perolat, Dustin Morrill, Vinicius Zambaldi, Jean-Baptiste Lespiau, John Schultz, Mohammad Gheshlaghi Azar, Michael Bowling, Karl Tuyls


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Alternative Function Approximation Parameterizations for Solving Games: An Analysis of $f$-Regression Counterfactual Regret Minimization


Dec 06, 2019
Ryan D'Orazio, Dustin Morrill, James R. Wright, Michael Bowling

* 11 pages, includes appendix. arXiv admin note: text overlap with arXiv:1910.01706 

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OpenSpiel: A Framework for Reinforcement Learning in Games


Oct 10, 2019
Marc Lanctot, Edward Lockhart, Jean-Baptiste Lespiau, Vinicius Zambaldi, Satyaki Upadhyay, Julien Pérolat, Sriram Srinivasan, Finbarr Timbers, Karl Tuyls, Shayegan Omidshafiei, Daniel Hennes, Dustin Morrill, Paul Muller, Timo Ewalds, Ryan Faulkner, János Kramár, Bart De Vylder, Brennan Saeta, James Bradbury, David Ding, Sebastian Borgeaud, Matthew Lai, Julian Schrittwieser, Thomas Anthony, Edward Hughes, Ivo Danihelka, Jonah Ryan-Davis


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