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Multi-Armed Bandits

1,057 papers

Papers per year

5
27
87
38
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Papers

Instance-Sensitive Algorithms for Pure Exploration in Multinomial Logit Bandit AAAI 2022
Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification AAAI 2022
Context Uncertainty in Contextual Bandits with Applications to Recommender Systems AAAI 2022
Towards Off-Policy Learning for Ranking Policies with Logged Feedback AAAI 2022
Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits AAAI 2022
Gaussian Process Bandits with Aggregated Feedback AAAI 2022
Bandit Limited Discrepancy Search and Application to Machine Learning Pipeline Optimization AAAI 2022
Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022
Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-profits in Improving Maternal and Child Health AAAI 2022
Simulating Bandit Learning from User Feedback for Extractive Question Answering ACL 2022
TRAttack: Text Rewriting Attack Against Text Retrieval ACL 2022
Maillard Sampling: Boltzmann Exploration Done Optimally AISTATS 2022
Norm-Agnostic Linear Bandits AISTATS 2022
Approximate Function Evaluation via Multi-Armed Bandits AISTATS 2022
Neural Contextual Bandits without Regret AISTATS 2022
k-experts - Online Policies and Fundamental Limits AISTATS 2022
Multi-armed Bandit Algorithm against Strategic Replication AISTATS 2022
Exploiting Correlation to Achieve Faster Learning Rates in Low-Rank Preference Bandits AISTATS 2022
Jointly Efficient and Optimal Algorithms for Logistic Bandits AISTATS 2022
A Last Switch Dependent Analysis of Satiation and Seasonality in Bandits AISTATS 2022
Optimal Rates of (Locally) Differentially Private Heavy-tailed Multi-Armed Bandits AISTATS 2022
Nonstochastic Bandits and Experts with Arm-Dependent Delays AISTATS 2022
Encrypted Linear Contextual Bandit AISTATS 2022
Metalearning Linear Bandits by Prior Update AISTATS 2022
Random Effect Bandits AISTATS 2022