Publications

You can also find my publications in my Google Scholar profile.
Adaptive Multi-Goal Exploration
Jean Tarbouriech, Omar Darwiche Domingues, Pierre Ménard, Matteo Pirotta, Michal Valko, Alessandro Lazaric
Jan, 2022 The 25th International Conference on Artificial Intelligence and Statistics (AISTATS 2022)
UCB Momentum Q-learning: Correcting the bias without forgetting
Pierre Ménard, Omar Darwiche Domingues, Xuedong Shang, Michal Valko
Jul, 2021 The 38th International Conference on Machine Learning (ICML 2021)
Fast active learning for pure exploration in reinforcement learning
Pierre Ménard, Omar Darwiche Domingues, Anders Jonsson, Emilie Kaufmann, Edouard Leurent, Michal Valko
Jul, 2021 The 38th International Conference on Machine Learning (ICML 2021)
Kernel-Based Reinforcement Learning: A Finite-Time Analysis
Omar Darwiche Domingues, Pierre Ménard, Matteo Pirotta, Emilie Kaufmann, Michal Valko
Jul, 2021 The 38th International Conference on Machine Learning (ICML 2021)
Density-Based Bonuses on Learned Representations for Reward-Free Exploration in Deep Reinforcement Learning
Omar Darwiche Domingues, Corentin Tallec, Rémi Munos, Michal Valko
Jul, 2021 Workshop on Unsupervised Reinforcement Learning @ ICML 2021
A kernel-based approach to non-stationary reinforcement learning in metric spaces
Omar Darwiche Domingues, Pierre Ménard, Matteo Pirotta, Emilie Kaufmann, Michal Valko
Mar, 2021 The 24th International Conference on Artificial Intelligence and Statistics (AISTATS 2021)
Adaptive reward-free exploration
Emilie Kaufmann, Pierre Ménard, Omar Darwiche Domingues, Anders Jonsson, Edouard Leurent, Michal Valko
Mar, 2021 The 32nd International Conference on Algorithmic Learning Theory (ALT 2021)
Episodic reinforcement learning in finite MDPs: Minimax lower bounds revisited
Omar Darwiche Domingues, Pierre Ménard, Emilie Kaufmann, Michal Valko
Mar, 2021 The 32nd International Conference on Algorithmic Learning Theory (ALT 2021)
Planning in Markov Decision Processes with Gap-Dependent Sample Complexity
Anders Jonsson, Emilie Kaufmann, Pierre Ménard, Omar Darwiche Domingues, Edouard Leurent, Michal Valko
Dec, 2020 Advances in Neural Information Processing Systems 34 (NeurIPS 2020)
Planning in entropy-regularized Markov decision processes and games
Jean-Bastien Grill*, Omar Darwiche Domingues*, Pierre Ménard, Remi Munos, Michal Valko
Dec, 2019 Advances in Neural Information Processing Systems 33 (NeurIPS 2019)
Multifractal analysis for cumulant-based epileptic seizure detection in EEG time series
Omar Darwiche Domingues, Philippe Ciuciu, Daria La Rocca, Patrice Abry, Herwig Wendt
Apr, 2019 IEEE International Symposium on Biomedical Imaging, 2019
Achievable rates of space-division multiplexed submarine links subject to nonlinearities and power feed constraints
Omar Darwiche Domingues, Darli A. A. Mello, Reginaldo da Silva, Sercan Ö. Arık, Joseph M. Kahn
Sep, 2017 Journal of Lightwave Technology