multi-armed bandit

Nested Elimination: A Simple Algorithm for Best-Item Identification From Choice-Based Feedback ICML 2023 Non-Asymptotic Analysis of a UCB-based Top Two Algorithm NeurIPS 2023 Non-Stationary Bandits with Auto-Regressive Temporal Dependency NeurIPS 2023 On Best-Arm Identification with a Fixed Budget in Non-Parametric Multi-Armed Bandits ALT 2023 On-Demand Communication for Asynchronous Multi-Agent Bandits AISTATS 2023 One Arrow, Two Kills: A Unified Framework for Achieving Optimal Regret Guarantees in Sleeping Bandits AISTATS 2023 One Cannot Stand for Everyone! Leveraging Multiple User Simulators to train Task-oriented Dialogue Systems ACL 2023 Online Ad Procurement in Non-stationary Autobidding Worlds NeurIPS 2023 Online Certification of Preference-Based Fairness for Personalized Recommender Systems (Extended Abstract) IJCAI 2023 Online Defense Strategies for Reinforcement Learning Against Adaptive Reward Poisoning AISTATS 2023 Online Hyperparameter Optimization for Class-Incremental Learning AAAI 2023 Online Learning with Feedback Graphs: The True Shape of Regret ICML 2023 Online Low Rank Matrix Completion ICLR 2023 Online (Multinomial) Logistic Bandit: Improved Regret and Constant Computation Cost NeurIPS 2023 Online Restless Bandits with Unobserved States ICML 2023 On Private and Robust Bandits NeurIPS 2023 On the Sample Complexity of Representation Learning in Multi-Task Bandits with Global and Local Structure AAAI 2023 Optimal Algorithms for Latent Bandits with Cluster Structure AISTATS 2023 Optimal Execution via Multi-Objective Multi-Armed Bandits (Student Abstract) AAAI 2023 Optimality of Thompson Sampling with Noninformative Priors for Pareto Bandits ICML 2023 Optimal Online Generalized Linear Regression with Stochastic Noise and Its Application to Heteroscedastic Bandits ICML 2023 Optimal Regret Is Achievable with Bounded Approximate Inference Error: An Enhanced Bayesian Upper Confidence Bound Framework NeurIPS 2023 Pareto Regret Analyses in Multi-objective Multi-armed Bandit ICML 2023 Piecewise Stationary Bandits under Risk Criteria AISTATS 2023 Posterior Tracking Algorithm for Classification Bandits AISTATS 2023