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DESTA: A Framework for Safe Reinforcement Learning with Markov Games of Intervention


Oct 27, 2021
David Mguni, Joel Jennings, Taher Jafferjee, Aivar Sootla, Yaodong Yang, Changmin Yu, Usman Islam, Ziyan Wang, Jun Wang


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Implicit Variational Conditional Sampling with Normalizing Flows


Jul 06, 2021
Vincent Moens, Aivar Sootla, Haitham Bou Ammar, Jun Wang


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Diagnosing and Preventing Instabilities in Recurrent Video Processing


Oct 17, 2020
Thomas Tanay, Aivar Sootla, Matteo Maggioni, Puneet K. Dokania, Philip Torr, Ales Leonardis, Gregory Slabaugh


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SAMBA: Safe Model-Based & Active Reinforcement Learning


Jun 12, 2020
Alexander I. Cowen-Rivers, Daniel Palenicek, Vincent Moens, Mohammed Abdullah, Aivar Sootla, Jun Wang, Haitham Ammar


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Toggling a Genetic Switch Using Reinforcement Learning


Feb 25, 2015
Aivar Sootla, Natalja Strelkowa, Damien Ernst, Mauricio Barahona, Guy-Bart Stan

* 12 pages, presented at the 9th French Meeting on Planning, Decision Making and Learning, Li\`ege (Belgium), May 12-13, 2014 

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Distributed Reconstruction of Nonlinear Networks: An ADMM Approach


Mar 28, 2014
Wei Pan, Aivar Sootla, Guy-Bart Stan

* To appear in the Preprints of 19th IFAC World Congress 2014 

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