Riad Akrour

According to our database, Riad Akrour authored at least 24 papers between 2011 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Discovering the Interpretability-Performance Pareto Front of Decision Trees with Dynamic Programming.

Hector Kohler, Riad Akrour, Philippe Preux

CoRR, 2023

Optimal Interpretability-Performance Trade-off of Classification Trees with Black-Box Reinforcement Learning.

Hector Kohler, Riad Akrour, Philippe Preux

CoRR, 2023

2022

Continuous Action Reinforcement Learning From a Mixture of Interpretable Experts.

Riad Akrour, Davide Tateo, Jan Peters

IEEE Trans. Pattern Anal. Mach. Intell., 2022

Entropy Regularized Reinforcement Learning with Cascading Networks.

Riccardo Della Vecchia, Alena Shilova, Philippe Preux, Riad Akrour

CoRR, 2022

2021

Convex optimization with an interpolation-based projection and its application to deep learning.

Riad Akrour, Asma Atamna, Jan Peters

Mach. Learn., 2021

2020

Hierarchical Tactile-Based Control Decomposition of Dexterous In-Hand Manipulation Tasks.

Filipe Veiga, Riad Akrour, Jan Peters

Frontiers Robotics AI, 2020

Reinforcement Learning from a Mixture of Interpretable Experts.

Riad Akrour, Davide Tateo, Jan Peters

CoRR, 2020

An Upper Bound of the Bias of Nadaraya-Watson Kernel Regression under Lipschitz Assumptions.

Samuele Tosatto, Riad Akrour, Jan Peters

CoRR, 2020

2019

Learning Replanning Policies With Direct Policy Search.

Florian Brandherm, Jan Peters, Gerhard Neumann, Riad Akrour

IEEE Robotics Autom. Lett., 2019

Compatible natural gradient policy search.

Joni Pajarinen, Hong Linh Thai, Riad Akrour, Jan Peters, Gerhard Neumann

Mach. Learn., 2019

Projections for Approximate Policy Iteration Algorithms.

Riad Akrour, Joni Pajarinen, Jan Peters, Gerhard Neumann

Proceedings of the 36th International Conference on Machine Learning, 2019

2018

Model-Free Trajectory-based Policy Optimization with Monotonic Improvement.

Riad Akrour, Abbas Abdolmaleki, Hany Abdulsamad, Jan Peters, Gerhard Neumann

J. Mach. Learn. Res., 2018

Regularizing Reinforcement Learning with State Abstraction.

Riad Akrour, Filipe Veiga, Jan Peters, Gerhard Neumann

Proceedings of the 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2018

Sample and Feedback Efficient Hierarchical Reinforcement Learning from Human Preferences.

Robert Pinsler, Riad Akrour, Takayuki Osa, Jan Peters, Gerhard Neumann

Proceedings of the 2018 IEEE International Conference on Robotics and Automation, 2018

2017

A Survey of Preference-Based Reinforcement Learning Methods.

Christian Wirth, Riad Akrour, Gerhard Neumann, Johannes Fürnkranz

J. Mach. Learn. Res., 2017

Empowered skills.

Alexander Gabriel, Riad Akrour, Jan Peters, Gerhard Neumann

Proceedings of the 2017 IEEE International Conference on Robotics and Automation, 2017

Layered direct policy search for learning hierarchical skills.

Felix End, Riad Akrour, Jan Peters, Gerhard Neumann

Proceedings of the 2017 IEEE International Conference on Robotics and Automation, 2017

Local Bayesian Optimization of Motor Skills.

Riad Akrour, Dmitry Sorokin, Jan Peters, Gerhard Neumann

Proceedings of the 34th International Conference on Machine Learning, 2017

2016

Anti Imitation-Based Policy Learning.

Michèle Sebag, Riad Akrour, Basile Mayeur, Marc Schoenauer

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016

Model-Free Trajectory Optimization for Reinforcement Learning.

Riad Akrour, Gerhard Neumann, Hany Abdulsamad, Abbas Abdolmaleki

Proceedings of the 33nd International Conference on Machine Learning, 2016

2014

Robust Preference Learning-based Reinforcement Learning. (Apprentissage par renforcement robuste reposant sur l'apprentissage par préférences).

Riad Akrour

PhD thesis, 2014

Programming by Feedback.

Marc Schoenauer, Riad Akrour, Michèle Sebag, Jean-Christophe Souplet

Proceedings of the 31th International Conference on Machine Learning, 2014

2012

APRIL: Active Preference Learning-Based Reinforcement Learning.

Riad Akrour, Marc Schoenauer, Michèle Sebag

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012

2011

Preference-Based Policy Learning.

Riad Akrour, Marc Schoenauer, Michèle Sebag

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011