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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

Optimal Thompson Sampling strategies for support-aware CVaR bandits ICML 2021
Thompson sampling for Markov games with piecewise stationary opponent policies UAI 2021
Meta-Thompson Sampling ICML 2021
An Efficient Algorithm For Generalized Linear Bandit: Online Stochastic Gradient Descent and Thompson Sampling AISTATS 2021
Thompson Sampling Algorithms for Cascading Bandits JMLR 2021
Batched Thompson Sampling NIPS 2021
Metadata-based Multi-Task Bandits with Bayesian Hierarchical Models NIPS 2021
On Multi-Armed Bandit Designs for Dose-Finding Trials JMLR 2021
Old Dog Learns New Tricks: Randomized UCB for Bandit Problems AISTATS 2020
An Online Learning Framework for Energy-Efficient Navigation of Electric Vehicles IJCAI 2020
Randomized Exploration for Non-Stationary Stochastic Linear Bandits UAI 2020
Regret Analysis of Bandit Problems with Causal Background Knowledge UAI 2020
Thompson Sampling via Local Uncertainty ICML 2020
Diversified Interactive Recommendation with Implicit Feedback AAAI 2020
Mixed-Variable Bayesian Optimization IJCAI 2020
On Thompson Sampling for Smoother-than-Lipschitz Bandits AISTATS 2020
Incentivized Exploration for Multi-Armed Bandits under Reward Drift AAAI 2020
Bayesian Optimization for Categorical and Category-Specific Continuous Inputs AAAI 2020
Thompson Sampling for Unsupervised Sequential Selection ACML 2020
Adaptive Exploration in Linear Contextual Bandit AISTATS 2020
Stochastic Neural Network with Kronecker Flow AISTATS 2020
On Approximate Thompson Sampling with Langevin Algorithms ICML 2020
Statistical Efficiency of Thompson Sampling for Combinatorial Semi-Bandits NIPS 2020
Analysis and Design of Thompson Sampling for Stochastic Partial Monitoring NIPS 2020
Stage-wise Conservative Linear Bandits NIPS 2020