contextual bandit

Learning Neural Contextual Bandits through Perturbed Rewards ICLR 2022 Lifting the Information Ratio: An Information-Theoretic Analysis of Thompson Sampling for Contextual Bandits NeurIPS 2022 Linearizing contextual bandits with latent state dynamics UAI 2022 Local Metric Learning for Off-Policy Evaluation in Contextual Bandits with Continuous Actions NeurIPS 2022 Model Selection in Batch Policy Optimization ICML 2022 Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptions NeurIPS 2022 Neural Contextual Bandits with Deep Representation and Shallow Exploration ICLR 2022 Neural Contextual Bandits without Regret AISTATS 2022 Non-asymptotic Properties of Individualized Treatment Rules from Sequentially Rule-Adaptive Trials JMLR 2022 Offline Neural Contextual Bandits: Pessimism, Optimization and Generalization ICLR 2022 Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022 Pessimism for Offline Linear Contextual Bandits using ℓ_p Confidence Sets NeurIPS 2022 Privacy Amplification via Shuffling for Linear Contextual Bandits ALT 2022 Provable General Function Class Representation Learning in Multitask Bandits and MDP NeurIPS 2022 Robust Stochastic Linear Contextual Bandits Under Adversarial Attacks AISTATS 2022 Scalable Representation Learning in Linear Contextual Bandits with Constant Regret Guarantees NeurIPS 2022 Simulating Bandit Learning from User Feedback for Extractive Question Answering ACL 2022 Smoothed Adversarial Linear Contextual Bandits with Knapsacks ICML 2022 Smoothed Online Learning is as Easy as Statistical Learning COLT 2022 Stateful Offline Contextual Policy Evaluation and Learning AISTATS 2022 Stochastic Contextual Dueling Bandits under Linear Stochastic Transitivity Models ICML 2022 Syndicated Bandits: A Framework for Auto Tuning Hyper-parameters in Contextual Bandit Algorithms NeurIPS 2022 Thresholded Lasso Bandit ICML 2022 Tsetlin Machine for Solving Contextual Bandit Problems NeurIPS 2022 Universal and data-adaptive algorithms for model selection in linear contextual bandits ICML 2022