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thompson sampling

237 papers

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Also known as

TS

Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) bayesian optimization (624) online learning (1777) contextual bandit (381) bayesian inference (1907) upper confidence bound (197) bayesian regret (33) reinforcement learning (4352) posterior distribution (259)

Papers

Connections Between Mirror Descent, Thompson Sampling and the Information Ratio NIPS 2019
Analysis of Thompson Sampling for Combinatorial Multi-armed Bandit with Probabilistically Triggered Arms AISTATS 2019
A Thompson Sampling Algorithm for Cascading Bandits AISTATS 2019
Efficient Linear Bandits through Matrix Sketching AISTATS 2019
Thompson Sampling on Symmetric Alpha-Stable Bandits IJCAI 2019
Regret Bounds for Thompson Sampling in Episodic Restless Bandit Problems NIPS 2019
Contextual Multi-armed Bandit Algorithm for Semiparametric Reward Model ICML 2019
Gain estimation of linear dynamical systems using Thompson Sampling AISTATS 2019
Memory Bounded Open-Loop Planning in Large POMDPs Using Thompson Sampling AAAI 2019
Fully Distributed Bayesian Optimization with Stochastic Policies IJCAI 2019
Incorporating Behavioral Constraints in Online AI Systems AAAI 2019
Thompson Sampling for Multinomial Logit Contextual Bandits NIPS 2019
Adaptive Thompson Sampling Stacks for Memory Bounded Open-Loop Planning IJCAI 2019
Variational inference for the multi-armed contextual bandit AISTATS 2018
Profitable Bandits ACML 2018
Racing Thompson: an Efficient Algorithm for Thompson Sampling with Non-conjugate Priors ICML 2018
An Information-Theoretic Analysis for Thompson Sampling with Many Actions NIPS 2018
PG-TS: Improved Thompson Sampling for Logistic Contextual Bandits NIPS 2018
Sequential Test for the Lowest Mean: From Thompson to Murphy Sampling NIPS 2018
Improved Regret Bounds for Thompson Sampling in Linear Quadratic Control Problems ICML 2018
Parallelised Bayesian Optimisation via Thompson Sampling AISTATS 2018
Bandit Learning with Implicit Feedback NIPS 2018
Thompson Sampling for Combinatorial Semi-Bandits ICML 2018
Counterfactual Data-Fusion for Online Reinforcement Learners ICML 2017
Parallel and Distributed Thompson Sampling for Large-scale Accelerated Exploration of Chemical Space ICML 2017