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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

Module-wise Adaptive Distillation for Multimodality Foundation Models NIPS 2023
Bayesian Learning of Optimal Policies in Markov Decision Processes with Countably Infinite State-Space NIPS 2023
Noise-Adaptive Thompson Sampling for Linear Contextual Bandits NIPS 2023
Nonstationary Bandit Learning via Predictive Sampling AISTATS 2023
Batch Bayesian Optimization For Replicable Experimental Design NIPS 2023
Thompson Sampling for High-Dimensional Sparse Linear Contextual Bandits ICML 2023
Incentivizing Exploration with Linear Contexts and Combinatorial Actions ICML 2023
Thompson Sampling with Diffusion Generative Prior ICML 2023
Mixed-Effect Thompson Sampling AISTATS 2023
Towards Scalable and Robust Structured Bandits: A Meta-Learning Framework AISTATS 2023
Optimizing Pessimism in Dynamic Treatment Regimes: A Bayesian Learning Approach AISTATS 2023
Online Restless Bandits with Unobserved States ICML 2023
Kullback-Leibler Maillard Sampling for Multi-armed Bandits with Bounded Rewards NIPS 2023
Improved Bayesian Regret Bounds for Thompson Sampling in Reinforcement Learning NIPS 2023
Stealthy Terrain-Aware Multi-Agent Active Search CORL 2023
Thompson Sampling for Bandit Learning in Matching Markets IJCAI 2022
Partial likelihood Thompson sampling UAI 2022
An Analysis of Ensemble Sampling NIPS 2022
Hierarchical Bayesian Bandits AISTATS 2022
Maillard Sampling: Boltzmann Exploration Done Optimally AISTATS 2022
Top Two Algorithms Revisited NIPS 2022
Langevin Monte Carlo for Contextual Bandits ICML 2022
Deep Hierarchy in Bandits ICML 2022
Diversified Sampling for Batched Bayesian Optimization with Determinantal Point Processes AISTATS 2022
Thompson Sampling Achieves $\tilde{O}(\sqrt{T})$ Regret in Linear Quadratic Control COLT 2022