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Imitation Learning by Reinforcement Learning


Aug 10, 2021
Kamil Ciosek


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Information Directed Reward Learning for Reinforcement Learning


Feb 24, 2021
David Lindner, Matteo Turchetta, Sebastian Tschiatschek, Kamil Ciosek, Andreas Krause


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Estimating $α$-Rank by Maximizing Information Gain


Jan 22, 2021
Tabish Rashid, Cheng Zhang, Kamil Ciosek


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Regularized Policies are Reward Robust


Jan 18, 2021
Hisham Husain, Kamil Ciosek, Ryota Tomioka


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Evaluating the Robustness of Collaborative Agents


Jan 14, 2021
Paul Knott, Micah Carroll, Sam Devlin, Kamil Ciosek, Katja Hofmann, A. D. Dragan, Rohin Shah


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Deep Interactive Bayesian Reinforcement Learning via Meta-Learning


Jan 11, 2021
Luisa Zintgraf, Sam Devlin, Kamil Ciosek, Shimon Whiteson, Katja Hofmann


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DRIFT: Deep Reinforcement Learning for Functional Software Testing


Jul 16, 2020
Luke Harries, Rebekah Storan Clarke, Timothy Chapman, Swamy V. P. L. N. Nallamalli, Levent Ozgur, Shuktika Jain, Alex Leung, Steve Lim, Aaron Dietrich, José Miguel Hernández-Lobato, Tom Ellis, Cheng Zhang, Kamil Ciosek


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Discount Factor as a Regularizer in Reinforcement Learning


Jul 04, 2020
Ron Amit, Ron Meir, Kamil Ciosek

* Published in Proceedings of the 37th International Conference on Machine Learning, Vienna, Austria, PMLR 119, 2020 
* Published in ICML 2020 

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Generalization in Reinforcement Learning with Selective Noise Injection and Information Bottleneck


Oct 28, 2019
Maximilian Igl, Kamil Ciosek, Yingzhen Li, Sebastian Tschiatschek, Cheng Zhang, Sam Devlin, Katja Hofmann

* Published at Neurips 2019 

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Better Exploration with Optimistic Actor-Critic


Oct 28, 2019
Kamil Ciosek, Quan Vuong, Robert Loftin, Katja Hofmann

* NeurIPS 2019 
* 20 pages (including supplement) 

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