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Bellman: A Toolbox for Model-Based Reinforcement Learning in TensorFlow


Apr 13, 2021
John McLeod, Hrvoje Stojic, Vincent Adam, Dongho Kim, Jordi Grau-Moya, Peter Vrancx, Felix Leibfried


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Compatible features for Monotonic Policy Improvement


Oct 30, 2019
Marcin B. Tomczak, Sergio Valcarcel Macua, Enrique Munoz de Cote, Peter Vrancx


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Policy Optimization Through Approximated Importance Sampling


Oct 09, 2019
Marcin B. Tomczak, Dongho Kim, Peter Vrancx, Kee-Eung Kim


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Disentangled Skill Embeddings for Reinforcement Learning


Jun 21, 2019
Janith C. Petangoda, Sergio Pascual-Diaz, Vincent Adam, Peter Vrancx, Jordi Grau-Moya


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Model-Based Stabilisation of Deep Reinforcement Learning


Sep 06, 2018
Felix Leibfried, Rasul Tutunov, Peter Vrancx, Haitham Bou-Ammar


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Learning High-level Representations from Demonstrations


Feb 28, 2018
Garrett Andersen, Peter Vrancx, Haitham Bou-Ammar


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Forecasting day-ahead electricity prices in Europe: the importance of considering market integration


Dec 07, 2017
Jesus Lago, Fjo De Ridder, Peter Vrancx, Bart De Schutter

* Applied Energy, Volume 211, 1 February 2018, Pages 890-903 

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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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Direct Load Control of Thermostatically Controlled Loads Based on Sparse Observations Using Deep Reinforcement Learning


Jul 26, 2017
Frederik Ruelens, Bert J. Claessens, Peter Vrancx, Fred Spiessens, Geert Deconinck

* submitted and waiting review in IEEE transactions on smart grid 2017 

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Analysing Congestion Problems in Multi-agent Reinforcement Learning


Mar 30, 2017
Roxana Rădulescu, Peter Vrancx, Ann Nowé

* Adaptive Learning Agents (ALA) Workshop at AAMAS 2017 

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Convolutional Neural Networks For Automatic State-Time Feature Extraction in Reinforcement Learning Applied to Residential Load Control


Oct 11, 2016
Bert J. Claessens, Peter Vrancx, Frederik Ruelens

* Submitted to Transactions on Smart Grid 

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An Empirical Comparison of Neural Architectures for Reinforcement Learning in Partially Observable Environments


Dec 17, 2015
Denis Steckelmacher, Peter Vrancx

* Presented at the 27th Benelux Conference on Artificial Intelligence 

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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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