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Picture for Tom Van de Wiele

Q-Learning in enormous action spaces via amortized approximate maximization


Jan 22, 2020
Tom Van de Wiele, David Warde-Farley, Andriy Mnih, Volodymyr Mnih

* A previous version of this work appeared at the Deep Reinforcement Learning Workshop, NeurIPS 2018 

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Fast Task Inference with Variational Intrinsic Successor Features


Jun 12, 2019
Steven Hansen, Will Dabney, Andre Barreto, Tom Van de Wiele, David Warde-Farley, Volodymyr Mnih


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Unsupervised Control Through Non-Parametric Discriminative Rewards


Nov 28, 2018
David Warde-Farley, Tom Van de Wiele, Tejas Kulkarni, Catalin Ionescu, Steven Hansen, Volodymyr Mnih

* 10 pages + references & 5 page appendix 

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Learning by Playing - Solving Sparse Reward Tasks from Scratch


Feb 28, 2018
Martin Riedmiller, Roland Hafner, Thomas Lampe, Michael Neunert, Jonas Degrave, Tom Van de Wiele, Volodymyr Mnih, Nicolas Heess, Jost Tobias Springenberg

* A video of the rich set of learned behaviours can be found at https://youtu.be/mPKyvocNe_M 

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