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Variational Inference for Data-Efficient Model Learning in POMDPs


May 23, 2018
Sebastian Tschiatschek, Kai Arulkumaran, Jan Stühmer, Katja Hofmann


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Experimental and causal view on information integration in autonomous agents


Mar 13, 2018
Philipp Geiger, Katja Hofmann, Bernhard Schölkopf


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A Deep Learning Approach for Joint Video Frame and Reward Prediction in Atari Games


Aug 17, 2017
Felix Leibfried, Nate Kushman, Katja Hofmann

* Presented at the ICML 2017 Workshop on Principled Approaches to Deep Learning, Sydney, Australia, 2017 

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The Atari Grand Challenge Dataset


May 31, 2017
Vitaly Kurin, Sebastian Nowozin, Katja Hofmann, Lucas Beyer, Bastian Leibe


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Memory Lens: How Much Memory Does an Agent Use?


Nov 21, 2016
Christoph Dann, Katja Hofmann, Sebastian Nowozin

* Presented at NIPS 2016 Workshop on Interpretable Machine Learning in Complex Systems 

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Contextual Dueling Bandits


Jun 13, 2015
Miroslav Dudík, Katja Hofmann, Robert E. Schapire, Aleksandrs Slivkins, Masrour Zoghi

* 25 pages, 4 figures, Published at COLT 2015 

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