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Multi-Armed Bandits

1,057 papers

Papers per year

5
27
87
38
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Papers

Efficient Kernelized UCB for Contextual Bandits AISTATS 2022
Learning Competitive Equilibria in Exchange Economies with Bandit Feedback AISTATS 2022
Top K Ranking for Multi-Armed Bandit with Noisy Evaluations AISTATS 2022
Learning from an Exploring Demonstrator: Optimal Reward Estimation for Bandits AISTATS 2022
Asynchronous Upper Confidence Bound Algorithms for Federated Linear Bandits AISTATS 2022
Near Instance Optimal Model Selection for Pure Exploration Linear Bandits AISTATS 2022
Pareto Optimal Model Selection in Linear Bandits AISTATS 2022
On the Value of Prior in Online Learning to Rank AISTATS 2022
Weighted Gaussian Process Bandits for Non-stationary Environments AISTATS 2022
Robust Stochastic Linear Contextual Bandits Under Adversarial Attacks AISTATS 2022
A Bandit Model for Human-Machine Decision Making with Private Information and Opacity AISTATS 2022
Approximate Top-$m$ Arm Identification with Heterogeneous Reward Variances AISTATS 2022
Thompson Sampling with a Mixture Prior AISTATS 2022
Nearly Optimal Algorithms for Level Set Estimation AISTATS 2022
Hierarchical Bayesian Bandits AISTATS 2022
A Bayesian Approach for Stochastic Continuum-armed Bandit with Long-term Constraints AISTATS 2022
Debiasing Samples from Online Learning Using Bootstrap AISTATS 2022
Regret, stability & fairness in matching markets with bandit learners AISTATS 2022
Best Arm Identification with Safety Constraints AISTATS 2022
Towards Agnostic Feature-based Dynamic Pricing: Linear Policies vs Linear Valuation with Unknown Noise AISTATS 2022
A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits AISTATS 2022
Solving Multi-Arm Bandit Using a Few Bits of Communication AISTATS 2022
Adaptive Gating for Single-Photon 3D Imaging CVPR 2022
Bandits for Structure Perturbation-Based Black-Box Attacks To Graph Neural Networks With Theoretical Guarantees CVPR 2022
Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering EMNLP 2022