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Layered State Discovery for Incremental Autonomous Exploration


Feb 07, 2023
Liyu Chen, Andrea Tirinzoni, Alessandro Lazaric, Matteo Pirotta

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On the Complexity of Representation Learning in Contextual Linear Bandits


Dec 19, 2022
Andrea Tirinzoni, Matteo Pirotta, Alessandro Lazaric

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Improved Adaptive Algorithm for Scalable Active Learning with Weak Labeler


Nov 04, 2022
Yifang Chen, Karthik Sankararaman, Alessandro Lazaric, Matteo Pirotta, Dmytro Karamshuk, Qifan Wang, Karishma Mandyam, Sinong Wang, Han Fang

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Scalable Representation Learning in Linear Contextual Bandits with Constant Regret Guarantees


Oct 24, 2022
Andrea Tirinzoni, Matteo Papini, Ahmed Touati, Alessandro Lazaric, Matteo Pirotta

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* Accepted at Neurips 2022 

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Contextual bandits with concave rewards, and an application to fair ranking


Oct 18, 2022
Virginie Do, Elvis Dohmatob, Matteo Pirotta, Alessandro Lazaric, Nicolas Usunier

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Reaching Goals is Hard: Settling the Sample Complexity of the Stochastic Shortest Path


Oct 10, 2022
Liyu Chen, Andrea Tirinzoni, Matteo Pirotta, Alessandro Lazaric

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Top $K$ Ranking for Multi-Armed Bandit with Noisy Evaluations


Dec 14, 2021
Evrard Garcelon, Vashist Avadhanula, Alessandro Lazaric, Matteo Pirotta

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Privacy Amplification via Shuffling for Linear Contextual Bandits


Dec 11, 2021
Evrard Garcelon, Kamalika Chaudhuri, Vianney Perchet, Matteo Pirotta

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Differentially Private Exploration in Reinforcement Learning with Linear Representation


Dec 07, 2021
Paul Luyo, Evrard Garcelon, Alessandro Lazaric, Matteo Pirotta

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