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bayesian regret bound

6 papers

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Co-occurring keywords

bayesian regret (33) posterior sampling (152) reinforcement learning (4352) regret bound (1926) thompson sampling (237) zero-sum stochastic game (1) average-reward criterion (3) multi-agent system (1819) sparse linear bandit (4) information ratio (3)

Papers

A Bayesian Learning Algorithm for Unknown Zero-sum Stochastic Games with an Arbitrary Opponent AISTATS 2024
Improved Bayes Regret Bounds for Multi-Task Hierarchical Bayesian Bandit Algorithms NIPS 2024
Prior-dependent analysis of posterior sampling reinforcement learning with function approximation AISTATS 2024
Improved Bayesian Regret Bounds for Thompson Sampling in Reinforcement Learning NIPS 2023
Information Directed Sampling for Sparse Linear Bandits NIPS 2021
Scalar Posterior Sampling with Applications NIPS 2018