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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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Learning Goal-Conditioned Policies Offline with Self-Supervised Reward Shaping


Jan 05, 2023
Lina Mezghani, Sainbayar Sukhbaatar, Piotr Bojanowski, Alessandro Lazaric, Karteek Alahari

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* 6th Conference on Robot Learning (CoRL 2022) 
* Code: https://github.com/facebookresearch/go-fresh 

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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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Linear Convergence of Natural Policy Gradient Methods with Log-Linear Policies


Oct 04, 2022
Rui Yuan, Simon S. Du, Robert M. Gower, Alessandro Lazaric, Lin Xiao

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Temporal Abstractions-Augmented Temporally Contrastive Learning: An Alternative to the Laplacian in RL


Mar 21, 2022
Akram Erraqabi, Marlos C. Machado, Mingde Zhao, Sainbayar Sukhbaatar, Alessandro Lazaric, Ludovic Denoyer, Yoshua Bengio

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Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement Learning


Feb 08, 2022
Denis Yarats, David Brandfonbrener, Hao Liu, Michael Laskin, Pieter Abbeel, Alessandro Lazaric, Lerrel Pinto

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