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Sanae Amani

Provably Efficient Lifelong Reinforcement Learning with Linear Function Approximation

Jun 01, 2022
Sanae Amani, Lin F. Yang, Ching-An Cheng

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Distributed Contextual Linear Bandits with Minimax Optimal Communication Cost

May 26, 2022
Sanae Amani, Tor Lattimore, András György, Lin F. Yang

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Safe Reinforcement Learning with Linear Function Approximation

Jun 11, 2021
Sanae Amani, Christos Thrampoulidis, Lin F. Yang

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UCB-based Algorithms for Multinomial Logistic Regression Bandits

Mar 21, 2021
Sanae Amani, Christos Thrampoulidis

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* 27 pages, 5 figures

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Decentralized Multi-Agent Linear Bandits with Safety Constraints

Dec 01, 2020
Sanae Amani, Christos Thrampoulidis

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Regret Bounds for Safe Gaussian Process Bandit Optimization

May 05, 2020
Sanae Amani, Mahnoosh Alizadeh, Christos Thrampoulidis

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* 22 pages, 17 figures

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Linear Stochastic Bandits Under Safety Constraints

Aug 16, 2019
Sanae Amani, Mahnoosh Alizadeh, Christos Thrampoulidis

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* 23 pages, 7 figures

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