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07/27/2023
A/B Testing and Best-arm Identification for Linear Bandits with Robustness to Non-stationarity
We investigate the fixed-budget best-arm identification (BAI) problem fo...
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06/22/2022
Active Learning with Safety Constraints
Active learning methods have shown great promise in reducing the number ...
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11/02/2021
Nearly Optimal Algorithms for Level Set Estimation
The level set estimation problem seeks to find all points in a domain X ...
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10/28/2021
Selective Sampling for Online Best-arm Identification
This work considers the problem of selective-sampling for best-arm ident...
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05/12/2021