{"total":27,"rows":[{"id":"2201.06532","title":"A New Look at Dynamic Regret for Non-Stationary Stochastic Bandits","created":"2022-01-17","cited_by_count":28,"area":null},{"id":"2302.04452","title":"An Information-Theoretic Analysis of Nonstationary Bandit Learning","created":"2023-02-09","cited_by_count":11,"area":null},{"id":"2307.05341","title":"Tracking Most Significant Shifts in Nonparametric Contextual Bandits","created":"2023-07-11","cited_by_count":10,"area":null},{"id":"2310.18304","title":"A Stability Principle for Learning under Non-Stationarity","created":"2023-10-27","cited_by_count":10,"area":null},{"id":"2202.09036","title":"Adaptive Experimentation in the Presence of Exogenous Nonstationary Variation","created":"2022-02-18","cited_by_count":8,"area":null},{"id":"2202.13001","title":"Non-stationary Bandits and Meta-Learning with a Small Set of Optimal Arms","created":"2022-02-25","cited_by_count":8,"area":null},{"id":"2210.14322","title":"ANACONDA: An Improved Dynamic Regret Algorithm for Adaptive Non-Stationary Dueling Bandits","created":"2022-10-25","cited_by_count":8,"area":null},{"id":"2208.10790","title":"Event-Triggered Time-Varying Bayesian Optimization","created":"2022-08-23","cited_by_count":7,"area":null},{"id":"2302.06595","title":"When Can We Track Significant Preference Shifts in Dueling Bandits?","created":"2023-02-13","cited_by_count":5,"area":null},{"id":"2601.01069","title":"Revisiting Weighted Strategy for Non-stationary Parametric Bandits and MDPs","created":"2026-01-03","cited_by_count":5,"area":null},{"id":"2305.10718","title":"Discounted Thompson Sampling for Non-Stationary Bandit Problems","created":"2023-05-18","cited_by_count":4,"area":null},{"id":"2407.08654","title":"Adaptive Smooth Non-Stationary Bandits","created":"2024-07-11","cited_by_count":4,"area":null},{"id":"2505.18871","title":"Non-Stationary Lipschitz Bandits","created":"2025-05-24","cited_by_count":3,"area":null},{"id":"2307.15154","title":"A/B Testing and Best-arm Identification for Linear Bandits with Robustness to Non-stationarity","created":"2023-07-27","cited_by_count":2,"area":null},{"id":"2403.10732","title":"Variance-Dependent Regret Bounds for Non-stationary Linear Bandits","created":"2024-03-15","cited_by_count":2,"area":null},{"id":"2403.12950","title":"Non-Stationary Dueling Bandits Under a Weighted Borda Criterion","created":"2024-03-19","cited_by_count":2,"area":null},{"id":"2205.14839","title":"Adversarial Bandits against Arbitrary Strategies","created":"2022-05-30","cited_by_count":1,"area":null},{"id":"2303.02504","title":"MNL-Bandit in non-stationary environments","created":"2023-03-04","cited_by_count":1,"area":null},{"id":"2502.00108","title":"Tracking Most Significant Shifts in Infinite-Armed Bandits","created":"2025-01-31","cited_by_count":1,"area":null},{"id":"2506.02980","title":"Non-stationary Bandit Convex Optimization: A Comprehensive Study","created":"2025-06-03","cited_by_count":1,"area":null},{"id":"2602.07418","title":"Achieving Optimal Static and Dynamic Regret Simultaneously in Bandits with Deterministic Losses","created":"2026-02-07","cited_by_count":1,"area":null},{"id":"2303.02691","title":"Revisiting Weighted Strategy for Non-stationary Parametric Bandits","created":"2023-03-05","cited_by_count":0,"area":null},{"id":"2410.05734","title":"Diminishing Exploration: A Minimalist Approach to Piecewise Stationary Multi-Armed Bandits","created":"2024-10-08","cited_by_count":0,"area":null},{"id":"2604.10177","title":"A Modularized Framework for Piecewise-Stationary Restless Bandits","created":"2026-04-11","cited_by_count":0,"area":null},{"id":"2607.24115","title":"On Non-Stationary Dynamic Pricing: Adaptivity and Optimality","created":"2026-07-27","cited_by_count":0,"area":null},{"id":"2609.13547","title":"Toward Optimal Switching Regret for Multi-Armed Bandits with Oblivious Adversary","created":"2026-09-11","cited_by_count":0,"area":null},{"id":"2609.33981","title":"Future Information-Directed Sampling for Bayesian Nonstationary Bandits","created":"2026-09-27","cited_by_count":0,"area":null}],"next_cursor":null}