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09/07/2023
A Tutorial on the Non-Asymptotic Theory of System Identification
This tutorial serves as an introduction to recently developed non-asympt...
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08/17/2022
Nearly Optimal Latent State Decoding in Block MDPs
We investigate the problems of model estimation and reward-free learning...
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08/11/2022
Best Policy Identification in Linear MDPs
We investigate the problem of best policy identification in discounted l...
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01/06/2022
Learning Optimal Antenna Tilt Control Policies: A Contextual Linear Bandit Approach
Controlling antenna tilts in cellular networks is imperative to reach an...
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09/29/2021
Minimal Expected Regret in Linear Quadratic Control
We consider the problem of online learning in Linear Quadratic Control s...
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06/29/2020
Optimal Best-arm Identification in Linear Bandits
We study the problem of best-arm identification with fixed confidence in...
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03/17/2020
Finite-time Identification of Stable Linear Systems: Optimality of the Least-Squares Estimator
We provide a new finite-time analysis of the estimation error of stable ...
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03/25/2019