Thompson Sampling with Less Exploration is Fast and Optimal

Tianyuan Jin, XiangLin Yang, Xiaokui Xiao, Pan Xu 0002. Thompson Sampling with Less Exploration is Fast and Optimal. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 15239-15261, PMLR, 2023. [doi]

Abstract

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