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Multi-Armed Bandits

1044 directly classified papers

Papers per year

Papers

Deep Hierarchy in Bandits ICML 2022
Smoothed Adversarial Linear Contextual Bandits with Knapsacks ICML 2022
Optimal and Efficient Dynamic Regret Algorithms for Non-Stationary Dueling Bandits ICML 2022
Safe Exploration for Efficient Policy Evaluation and Comparison ICML 2022
Versatile Dueling Bandits: Best-of-both World Analyses for Learning from Relative Preferences ICML 2022
Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022
Instance Dependent Regret Analysis of Kernelized Bandits ICML 2022
Contextual Bandits with Smooth Regret: Efficient Learning in Continuous Action Spaces ICML 2022
Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022
Bandit Limited Discrepancy Search and Application to Machine Learning Pipeline Optimization AAAI 2022
Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-profits in Improving Maternal and Child Health AAAI 2022
Adversarial Attacks on Gaussian Process Bandits ICML 2022
A Reduction from Linear Contextual Bandits Lower Bounds to Estimations Lower Bounds ICML 2022
Gaussian Process Bandits with Aggregated Feedback AAAI 2022
No Weighted-Regret Learning in Adversarial Bandits with Delays JMLR 2022
KL-UCB-Switch: Optimal Regret Bounds for Stochastic Bandits from Both a Distribution-Dependent and a Distribution-Free Viewpoints JMLR 2022
Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits ICML 2022
Towards Off-Policy Learning for Ranking Policies with Logged Feedback AAAI 2022
Contextual Information-Directed Sampling ICML 2022
Distributionally-Aware Kernelized Bandit Problems for Risk Aversion ICML 2022
Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits AAAI 2022
A Simple Unified Framework for High Dimensional Bandit Problems ICML 2022
Multi-slots Online Matching with High Entropy ICML 2022
An Online Learning Approach to Sequential User-Centric Selection Problems AAAI 2022
Coordinated Attacks against Contextual Bandits: Fundamental Limits and Defense Mechanisms ICML 2022