regret bound

Guarantees for Epsilon-Greedy Reinforcement Learning with Function Approximation ICML 2022 Hierarchical Bayesian Bandits AISTATS 2022 Horizon-Free Reinforcement Learning in Polynomial Time: the Power of Stationary Policies COLT 2022 Implicit Parameter-free Online Learning with Truncated Linear Models ALT 2022 Improved Algorithms for Misspecified Linear Markov Decision Processes AISTATS 2022 Improved Algorithms for Neural Active Learning NeurIPS 2022 Improved No-Regret Algorithms for Stochastic Shortest Path with Linear MDP ICML 2022 Improved Regret Analysis for Variance-Adaptive Linear Bandits and Horizon-Free Linear Mixture MDPs NeurIPS 2022 Improved Regret for Differentially Private Exploration in Linear MDP ICML 2022 Jointly Efficient and Optimal Algorithms for Logistic Bandits AISTATS 2022 Kernelized Multiplicative Weights for 0/1-Polyhedral Games: Bridging the Gap Between Learning in Extensive-Form and Normal-Form Games ICML 2022 k-experts - Online Policies and Fundamental Limits AISTATS 2022 KL-UCB-Switch: Optimal Regret Bounds for Stochastic Bandits from Both a Distribution-Dependent and a Distribution-Free Viewpoints JMLR 2022 Langevin Monte Carlo for Contextual Bandits ICML 2022 Learning Adversarial Markov Decision Processes with Delayed Feedback AAAI 2022 Learning from a Learning User for Optimal Recommendations ICML 2022 Learning Infinite-Horizon Average-Reward Restless Multi-Action Bandits via Index Awareness NeurIPS 2022 Learning Markov Games with Adversarial Opponents: Efficient Algorithms and Fundamental Limits ICML 2022 Learning Neural Contextual Bandits through Perturbed Rewards ICLR 2022 Learning on the Edge: Online Learning with Stochastic Feedback Graphs NeurIPS 2022 Learning Stochastic Shortest Path with Linear Function Approximation ICML 2022 Learning to Control Linear Systems can be Hard COLT 2022 Learning to Identify Top Elo Ratings: A Dueling Bandits Approach AAAI 2022 Learning to Plan Variable Length Sequences of Actions with a Cascading Bandit Click Model of User Feedback AISTATS 2022 Learning Two-Player Markov Games: Neural Function Approximation and Correlated Equilibrium NeurIPS 2022