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Meta-descent for Online, Continual Prediction


Jul 17, 2019
Andrew Jacobsen, Matthew Schlegel, Cameron Linke, Thomas Degris, Adam White, Martha White

* AAAI Conference on Artificial Intelligence 2019 

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Adapting Behaviour via Intrinsic Reward: A Survey and Empirical Study


Jun 19, 2019
Cam Linke, Nadia M. Ady, Martha White, Thomas Degris, Adam White


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The Predictron: End-To-End Learning and Planning


Jul 20, 2017
David Silver, Hado van Hasselt, Matteo Hessel, Tom Schaul, Arthur Guez, Tim Harley, Gabriel Dulac-Arnold, David Reichert, Neil Rabinowitz, Andre Barreto, Thomas Degris

* Camera-ready version, ICML 2017, with supplement 

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Deep Reinforcement Learning in Large Discrete Action Spaces


Apr 04, 2016
Gabriel Dulac-Arnold, Richard Evans, Hado van Hasselt, Peter Sunehag, Timothy Lillicrap, Jonathan Hunt, Timothy Mann, Theophane Weber, Thomas Degris, Ben Coppin


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Off-Policy Actor-Critic


Jun 20, 2013
Thomas Degris, Martha White, Richard S. Sutton

* Full version of the paper, appendix and errata included; Proceedings of the 2012 International Conference on Machine Learning 

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Chi-square Tests Driven Method for Learning the Structure of Factored MDPs


Jun 27, 2012
Thomas Degris, Olivier Sigaud, Pierre-Henri Wuillemin

* Appears in Proceedings of the Twenty-Second Conference on Uncertainty in Artificial Intelligence (UAI2006) 

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