Al-Marjani, Aymen

7 publications

COLT 2023 Active Coverage for PAC Reinforcement Learning Aymen Al-Marjani, Andrea Tirinzoni, Emilie Kaufmann

NeurIPS 2023 On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence Achraf Azize, Marc Jourdan, Aymen Al Marjani, Debabrota Basu

ALT 2023 Optimistic PAC Reinforcement Learning: The Instance-Dependent View Andrea Tirinzoni, Aymen Al-Marjani, Emilie Kaufmann

NeurIPS 2022 Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs Andrea Tirinzoni, Aymen Al Marjani, Emilie Kaufmann

ECML-PKDD 2022 On the Complexity of All Ε-Best Arms Identification Aymen Al Marjani, Tomás Kocák, Aurélien Garivier

ICML 2021 Adaptive Sampling for Best Policy Identification in Markov Decision Processes Aymen Al Marjani, Alexandre Proutiere

NeurIPS 2021 Navigating to the Best Policy in Markov Decision Processes Aymen Al Marjani, Aurélien Garivier, Alexandre Proutiere