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thompson sampling

284 papers

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TS

Co-occurring keywords · papers mentioning both

regret bound (127) multi-armed bandit (115) contextual bandit (42) bayesian optimization (41) online learning (35) bayesian inference (34) upper confidence bound (25) bayesian regret (19) linear bandit (18) posterior distribution (15)

Papers

Eluder Dimension and the Sample Complexity of Optimistic Exploration NeurIPS 2013 Further Optimal Regret Bounds for Thompson Sampling AISTATS 2013 Prior-free and prior-dependent regret bounds for Thompson Sampling NeurIPS 2013 Thompson Sampling for 1-Dimensional Exponential Family Bandits NeurIPS 2013 Thompson Sampling for Contextual Bandits with Linear Payoffs ICML 2013 Thompson Sampling in Switching Environments with Bayesian Online Change Detection AISTATS 2013 Analysis of Thompson Sampling for the Multi-armed Bandit Problem COLT 2012 Optimistic Bayesian Sampling in Contextual-Bandit Problems JMLR 2012 An Empirical Evaluation of Thompson Sampling NeurIPS 2011