Ouhamma, Reda

7 publications

NeurIPS 2025 Efficient Preference-Based Reinforcement Learning: Randomized Exploration Meets Experimental Design Andreas Schlaginhaufen, Reda Ouhamma, Maryam Kamgarpour

ICMLW 2024 Finite-Time Convergence to an $\epsilon$-Efficient Nash Equilibrium in Potential Games Anna Maria Maddux, Reda Ouhamma, Maryam Kamgarpour

ICMLW 2024 Learning Nash Equilibria in Zero-Sum Markov Games: A Single-Timescale Algorithm Under Weak Reachability Reda Ouhamma, Maryam Kamgarpour

AAAI 2023 Bilinear Exponential Family of MDPs: Frequentist Regret Bound with Tractable Exploration & Planning Reda Ouhamma, Debabrota Basu, Odalric Maillard

ICLR 2021 Learning Value Functions in Deep Policy Gradients Using Residual Variance Yannis Flet-Berliac, Reda Ouhamma, Odalric-Ambrym Maillard, Philippe Preux

NeurIPS 2021 Online Sign Identification: Minimization of the Number of Errors in Thresholding Bandits Reda Ouhamma, Rémy Degenne, Pierre Gaillard, Vianney Perchet

NeurIPS 2021 Stochastic Online Linear Regression: The Forward Algorithm to Replace Ridge Reda Ouhamma, Odalric-Ambrym Maillard, Vianney Perchet