Publications

Aymen Al Marjani, Andrea Tirinzoni, Emilie Kaufmann (2023). Active Coverage for PAC Reinforcement Learning. In COLT 2023.

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Andrea Tirinzoni, Aymen Al Marjani, Emilie Kaufmann (2023). Optimistic PAC Reinforcement Learning: the Instance-Dependent View. In ALT 2023.

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

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Aymen Al Marjani, Tomáš Kocák, Aurélien Garivier (2022). On the complexity of All ε-Best Arms Identification. In ECMLPKDD 2022.

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

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Aymen Al Marjani, Alexandre Proutiere (2020). Adaptive Sampling for Best Policy Identification in Markov Decision Processes. In ICML 2021.

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