Aymen Al Marjani

CoRR, 2023

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

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

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

Optimistic PAC Reinforcement Learning: the Instance-Dependent View.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Algorithmic Learning Theory, 2023

2022

On the Complexity of All ε-Best Arms Identification.

[BibT_eX]

[DOI]

Tomás Kocák

Aurélien Garivier

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

Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Alexandre Proutière

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

2020

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

[BibT_eX]

[DOI]