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Andreas Krause

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Information-Directed Exploration for Deep Reinforcement Learning

Dec 18, 2018
Nikolay Nikolov, Johannes Kirschner, Felix Berkenkamp, Andreas Krause

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Evaluating GANs via Duality

Nov 13, 2018
Paulina Grnarova, Kfir Y Levy, Aurelien Lucchi, Nathanael Perraudin, Thomas Hofmann, Andreas Krause

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Learning to Compensate Photovoltaic Power Fluctuations from Images of the Sky by Imitating an Optimal Policy

Nov 13, 2018
Robin Spiess, Felix Berkenkamp, Jan Poland, Andreas Krause

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Learning-based Model Predictive Control for Safe Exploration

Nov 07, 2018
Torsten Koller, Felix Berkenkamp, Matteo Turchetta, Andreas Krause

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Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making

Oct 29, 2018
Hoda Heidari, Claudio Ferrari, Krishna P. Gummadi, Andreas Krause

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Teaching Multiple Concepts to a Forgetful Learner

Oct 09, 2018
Anette Hunziker, Yuxin Chen, Oisin Mac Aodha, Manuel Gomez Rodriguez, Andreas Krause, Pietro Perona, Yisong Yue, Adish Singla

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The Lyapunov Neural Network: Adaptive Stability Certification for Safe Learning of Dynamical Systems

Oct 01, 2018
Spencer M. Richards, Felix Berkenkamp, Andreas Krause

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A Moral Framework for Understanding of Fair ML through Economic Models of Equality of Opportunity

Sep 10, 2018
Hoda Heidari, Michele Loi, Krishna P. Gummadi, Andreas Krause

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Reinforced Imitation: Sample Efficient Deep Reinforcement Learning for Map-less Navigation by Leveraging Prior Demonstrations

Aug 31, 2018
Mark Pfeiffer, Samarth Shukla, Matteo Turchetta, Cesar Cadena, Andreas Krause, Roland Siegwart, Juan Nieto

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