Aymen Al Marjani

According to our database, Aymen Al Marjani authored at least 9 papers between 2020 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Towards Instance-Optimality in Online PAC Reinforcement Learning.

Aymen Al Marjani, Andrea Tirinzoni, Emilie Kaufmann

CoRR, 2023

On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence.

Achraf Azize, Marc Jourdan, Aymen Al Marjani, Debabrota Basu

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Active Coverage for PAC Reinforcement Learning.

Aymen Al Marjani, Andrea Tirinzoni, Emilie Kaufmann

Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

Optimistic PAC Reinforcement Learning: the Instance-Dependent View.

Andrea Tirinzoni, Aymen Al Marjani, Emilie Kaufmann

Proceedings of the International Conference on Algorithmic Learning Theory, 2023

2022

On the Complexity of All ε-Best Arms Identification.

Aymen Al Marjani, Tomás Kocák, Aurélien Garivier

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs.

Andrea Tirinzoni, Aymen Al Marjani, Emilie Kaufmann

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Navigating to the Best Policy in Markov Decision Processes.

Aymen Al Marjani, Aurélien Garivier, Alexandre Proutière

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Adaptive Sampling for Best Policy Identification in Markov Decision Processes.

Aymen Al Marjani, Alexandre Proutière

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Best Policy Identification in discounted MDPs: Problem-specific Sample Complexity.

Aymen Al Marjani, Alexandre Proutière

CoRR, 2020