@inproceedings{NEURIPS2022_45e15bae, author = {Tiapkin, Daniil and Belomestny, Denis and Calandriello, Daniele and Moulines, Eric and Munos, Remi and Naumov, Alexey and Rowland, Mark and Valko, Michal and M\'{e}nard, Pierre}, booktitle = {Advances in Neural Information Processing Systems}, editor = {S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh}, pages = {10737--10751}, publisher = {Curran Associates, Inc.}, title = {Optimistic Posterior Sampling for Reinforcement Learning with Few Samples and Tight Guarantees}, url = {https://proceedings.neurips.cc/paper_files/paper/2022/file/45e15bae91a6f213d45e203b8a29be48-Paper-Conference.pdf}, volume = {35}, year = {2022} }