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pure exploration

50 papers

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Co-occurring keywords

multi-armed bandit (1098) sample complexity (1169) linear bandit (124) combinatorial optimization (1039) best-arm identification (38) active learning (1301) arm identification (11) stochastic bandit (98) best arm identification (85) confidence bound (29)

Papers

Improved Confidence Bounds for the Linear Logistic Model and Applications to Bandits ICML 2021
Fast active learning for pure exploration in reinforcement learning ICML 2021
Pure Exploration in Kernel and Neural Bandits NIPS 2021
An Empirical Process Approach to the Union Bound: Practical Algorithms for Combinatorial and Linear Bandits NIPS 2020
Gamification of Pure Exploration for Linear Bandits ICML 2020
Finding All $\epsilon$-Good Arms in Stochastic Bandits NIPS 2020
Making the Cut: A Bandit-based Approach to Tiered Interviewing NIPS 2019
Sample complexity of partition identification using multi-armed bandits COLT 2019
Disagreement-Based Combinatorial Pure Exploration: Sample Complexity Bounds and an Efficient Algorithm COLT 2019
Non-Asymptotic Pure Exploration by Solving Games NIPS 2019
Pure Exploration with Multiple Correct Answers NIPS 2019
Efficient Pure Exploration in Adaptive Round model NIPS 2019
Feasible Arm Identification ICML 2018
Pure Exploration in Infinitely-Armed Bandit Models with Fixed-Confidence ALT 2018
A fully adaptive algorithm for pure exploration in linear bandits AISTATS 2018
The Simulator: Understanding Adaptive Sampling in the Moderate-Confidence Regime COLT 2017
Maximin Action Identification: A New Bandit Framework for Games COLT 2016
The Power of Adaptivity in Identifying Statistical Alternatives NIPS 2016
Pure Exploration of Multi-armed Bandit Under Matroid Constraints COLT 2016
Improved Learning Complexity in Combinatorial Pure Exploration Bandits AISTATS 2016
Anytime Exploration for Multi-armed Bandits using Confidence Information ICML 2016
An optimal algorithm for the Thresholding Bandit Problem ICML 2016
Combinatorial Pure Exploration of Multi-Armed Bandits NIPS 2014
Information Complexity in Bandit Subset Selection COLT 2013
Generic Exploration and K-armed Voting Bandits ICML 2013