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Freek Stulp

Ecole Nationale Superieure de Techniques Avancees

Generalized State-Dependent Exploration for Deep Reinforcement Learning in Robotics

May 12, 2020
Antonin Raffin, Freek Stulp

* Code: https://github.com/DLR-RM/stable-baselines3/tree/sde Training scripts: https://github.com/DLR-RM/rl-baselines3-zoo/tree/sde 

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Comparing Semi-Parametric Model Learning Algorithms for Dynamic Model Estimation in Robotics

Jun 27, 2019
Sebastian Riedel, Freek Stulp


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Investigating Generalisation in Continuous Deep Reinforcement Learning

Feb 20, 2019
Chenyang Zhao, Olivier Sigaud, Freek Stulp, Timothy M. Hospedales


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Policy Search in Continuous Action Domains: an Overview

Oct 23, 2018
Olivier Sigaud, Freek Stulp

* Under revision for the Neural Networks Journal 

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A survey on policy search algorithms for learning robot controllers in a handful of trials

Aug 03, 2018
Konstantinos Chatzilygeroudis, Vassilis Vassiliades, Freek Stulp, Sylvain Calinon, Jean-Baptiste Mouret


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Proximodistal Exploration in Motor Learning as an Emergent Property of Optimization

Dec 14, 2017
Freek Stulp, Pierre-Yves Oudeyer


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Gated networks: an inventory

Dec 10, 2015
Olivier Sigaud, Clément Masson, David Filliat, Freek Stulp

* Unpublished manuscript, 17 pages 

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Learning and Reasoning with Action-Related Places for Robust Mobile Manipulation

Jan 18, 2014
Freek Stulp, Andreas Fedrizzi, Lorenz Mösenlechner, Michael Beetz

* Journal Of Artificial Intelligence Research, Volume 43, pages 1-42, 2012 

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Path Integral Policy Improvement with Covariance Matrix Adaptation

Jun 18, 2012
Freek Stulp, Olivier Sigaud

* ICML2012 

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