Hindsight Credit Assignment

Dec 05, 2019
Anna Harutyunyan, Will Dabney, Thomas Mesnard, Mohammad Azar, Bilal Piot, Nicolas Heess, Hado van Hasselt, Greg Wayne, Satinder Singh, Doina Precup, Remi Munos

* NeurIPS 2019 

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Conditional Importance Sampling for Off-Policy Learning

Oct 16, 2019
Mark Rowland, Anna Harutyunyan, Hado van Hasselt, Diana Borsa, Tom Schaul, Rémi Munos, Will Dabney


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The Termination Critic

Feb 26, 2019
Anna Harutyunyan, Will Dabney, Diana Borsa, Nicolas Heess, Remi Munos, Doina Precup

* AISTATS 2019 

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Learning with Options that Terminate Off-Policy

Dec 02, 2017
Anna Harutyunyan, Peter Vrancx, Pierre-Luc Bacon, Doina Precup, Ann Nowe

* AAAI 2018 

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Reinforcement Learning in POMDPs with Memoryless Options and Option-Observation Initiation Sets

Sep 12, 2017
Denis Steckelmacher, Diederik M. Roijers, Anna Harutyunyan, Peter Vrancx, Hélène Plisnier, Ann Nowé


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Safe and Efficient Off-Policy Reinforcement Learning

Nov 07, 2016
Rémi Munos, Tom Stepleton, Anna Harutyunyan, Marc G. Bellemare


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Q($λ$) with Off-Policy Corrections

Aug 11, 2016
Anna Harutyunyan, Marc G. Bellemare, Tom Stepleton, Remi Munos


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Off-Policy Reward Shaping with Ensembles

Mar 23, 2015
Anna Harutyunyan, Tim Brys, Peter Vrancx, Ann Nowe

* To be presented at ALA-15. Short version to appear at AAMAS-15 

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Off-Policy Shaping Ensembles in Reinforcement Learning

May 21, 2014
Anna Harutyunyan, Tim Brys, Peter Vrancx, Ann Nowe

* Full version of the paper to appear in Proc. ECAI 2014 

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