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Papers
Fixed-Budget Best-Arm Identification in Structured Bandits
IJCAI 2022
Identifying near-optimal decisions in linear-in-parameter bandit models with continuous decision sets
UAI 2022
Improved Pure Exploration in Linear Bandits with No-Regret Learning
IJCAI 2022
Improved Regret Analysis for Variance-Adaptive Linear Bandits and Horizon-Free Linear Mixture MDPs
NeurIPS 2022
Interactively Learning Preference Constraints in Linear Bandits
ICML 2022
Linear Bandit Algorithms with Sublinear Time Complexity
ICML 2022
Metalearning Linear Bandits by Prior Update
AISTATS 2022
Minimax Optimal Fixed-Budget Best Arm Identification in Linear Bandits
NeurIPS 2022
Near Instance Optimal Model Selection for Pure Exploration Linear Bandits
AISTATS 2022
Norm-Agnostic Linear Bandits
AISTATS 2022
Online Learning and Pricing with Reusable Resources: Linear Bandits with Sub-Exponential Rewards
ICML 2022
Pareto Optimal Model Selection in Linear Bandits
AISTATS 2022
Return of the bias: Almost minimax optimal high probability bounds for adversarial linear bandits
COLT 2022
The price of unfairness in linear bandits with biased feedback
NeurIPS 2022
Thompson Sampling with a Mixture Prior
AISTATS 2022
When Are Linear Stochastic Bandits Attackable?
ICML 2022
Achieving Near Instance-Optimality and Minimax-Optimality in Stochastic and Adversarial Linear Bandits Simultaneously
ICML 2021
Breaking the Moments Condition Barrier: No-Regret Algorithm for Bandits with Super Heavy-Tailed Payoffs
NeurIPS 2021
Dealing With Misspecification In Fixed-Confidence Linear Top-m Identification
NeurIPS 2021
Decentralized Multi-Agent Linear Bandits with Safety Constraints
AAAI 2021
Disposable Linear Bandits for Online Recommendations
AAAI 2021
Dynamic Balancing for Model Selection in Bandits and RL
ICML 2021
Experimental Design for Regret Minimization in Linear Bandits
AISTATS 2021
Impact of Representation Learning in Linear Bandits
ICLR 2021
Improved Variance-Aware Confidence Sets for Linear Bandits and Linear Mixture MDP
NeurIPS 2021