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A Conceptual Framework for Externally-influenced Agents: An Assisted Reinforcement Learning Review


Jul 03, 2020
Adam Bignold, Francisco Cruz, Matthew E. Taylor, Tim Brys, Richard Dazeley, Peter Vamplew, Cameron Foale

* 33 pages, 8 figures 

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Directed Policy Gradient for Safe Reinforcement Learning with Human Advice


Aug 13, 2018
Hélène Plisnier, Denis Steckelmacher, Tim Brys, Diederik M. Roijers, Ann Nowé

* Accepted at the European Workshop on Reinforcement Learning 2018 (EWRL14) 

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Using PCA to Efficiently Represent State Spaces


Jun 03, 2015
William Curran, Tim Brys, Matthew Taylor, William Smart


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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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