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07/06/2021
Weighted Gaussian Process Bandits for Non-stationary Environments
In this paper, we consider the Gaussian process (GP) bandit optimization...
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06/02/2020
On the Equivalence between Online and Private Learnability beyond Binary Classification
Alon et al. [2019] and Bun et al. [2020] recently showed that online lea...
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12/11/2019
Near-optimal Oracle-efficient Algorithms for Stationary and Non-Stationary Stochastic Linear Bandits
We investigate the design of two algorithms that enjoy not only computat...
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02/02/2019