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All publications by Remi Munos
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Cheap Bandits
Manjesh Hanawal, Venkatesh Saligrama, Michal Valko and Remi Munos
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Black-box optimization of noisy functions with unknown smoothness
Jean-bastien Grill, Michal Valko, Remi Munos and Remi Munos
Advances in Neural Information Processing Systems 28, 2015


Relative Upper Confidence Bound for the K-Armed Dueling Bandit Problem
Masrour Zoghi, Shimon Whiteson, Remi Munos and Maarten D. Rijke
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Spectral Bandits for Smooth Graph Functions
Michal Valko, Remi Munos, Branislav Kveton and Tomáš Kocák
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Active Regression by Stratification
Sivan Sabato and Remi Munos
Advances in Neural Information Processing Systems 27, 2014


Efficient learning by implicit exploration in bandit problems with side observations
Tomáš Kocák, Gergely Neu, Michal Valko and Remi Munos
Advances in Neural Information Processing Systems 27, 2014


Bounded Regret for Finite-Armed Structured Bandits
Tor Lattimore and Remi Munos
Advances in Neural Information Processing Systems 27, 2014


Best-Arm Identification in Linear Bandits
Marta Soare, Alessandro Lazaric and Remi Munos
Advances in Neural Information Processing Systems 27, 2014


Optimistic Planning in Markov Decision Processes Using a Generative Model
Balázs Szörényi, Gunnar Kedenburg and Remi Munos
Advances in Neural Information Processing Systems 27, 2014


Thompson Sampling for 1-Dimensional Exponential Family Bandits
Nathaniel Korda, Emilie Kaufmann and Remi Munos
Advances in Neural Information Processing Systems 26, 2013


Aggregating Optimistic Planning Trees for Solving Markov Decision Processes
Gunnar Kedenburg, Raphael Fonteneau and Remi Munos
Advances in Neural Information Processing Systems 26, 2013