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Towards Content Provider Aware Recommender Systems: A Simulation Study on the Interplay between User and Provider Utilities


May 06, 2021
Ruohan Zhan , Konstantina Christakopoulou , Ya Le , Jayden Ooi , Martin Mladenov , Alex Beutel , Craig Boutilier , Ed H. Chi , Minmin Chen


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RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems


Mar 14, 2021
Martin Mladenov , Chih-Wei Hsu , Vihan Jain , Eugene Ie , Christopher Colby , Nicolas Mayoraz , Hubert Pham , Dustin Tran , Ivan Vendrov , Craig Boutilier


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Meta-Thompson Sampling


Feb 11, 2021
Branislav Kveton , Mikhail Konobeev , Manzil Zaheer , Chih-wei Hsu , Martin Mladenov , Craig Boutilier , Csaba Szepesvari


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Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach


Aug 18, 2020
Martin Mladenov , Elliot Creager , Omer Ben-Porat , Kevin Swersky , Richard Zemel , Craig Boutilier


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Differentiable Meta-Learning in Contextual Bandits


Jun 09, 2020
Branislav Kveton , Martin Mladenov , Chih-Wei Hsu , Manzil Zaheer , Csaba Szepesvari , Craig Boutilier


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Differentiable Bandit Exploration


Feb 17, 2020
Craig Boutilier , Chih-Wei Hsu , Branislav Kveton , Martin Mladenov , Csaba Szepesvari , Manzil Zaheer


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RecSim: A Configurable Simulation Platform for Recommender Systems


Sep 26, 2019
Eugene Ie , Chih-wei Hsu , Martin Mladenov , Vihan Jain , Sanmit Narvekar , Jing Wang , Rui Wu , Craig Boutilier


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Advantage Amplification in Slowly Evolving Latent-State Environments


May 29, 2019
Martin Mladenov , Ofer Meshi , Jayden Ooi , Dale Schuurmans , Craig Boutilier


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