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Decomposition of Uncertainty in Bayesian Deep Learning for Efficient and Risk-sensitive Learning


Jun 15, 2018
Stefan Depeweg, José Miguel Hernández-Lobato, Finale Doshi-Velez, Steffen Udluft

* This paper supersedes arXiv:1706.08495 

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Solving Bongard Problems with a Visual Language and Pragmatic Reasoning


Apr 12, 2018
Stefan Depeweg, Constantin A. Rothkopf, Frank Jäkel


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A Benchmark Environment Motivated by Industrial Control Problems


Feb 06, 2018
Daniel Hein, Stefan Depeweg, Michel Tokic, Steffen Udluft, Alexander Hentschel, Thomas A. Runkler, Volkmar Sterzing

* 2017 IEEE Symposium Series on Computational Intelligence (SSCI) 

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Sensitivity Analysis for Predictive Uncertainty in Bayesian Neural Networks


Dec 10, 2017
Stefan Depeweg, José Miguel Hernández-Lobato, Steffen Udluft, Thomas Runkler


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Uncertainty Decomposition in Bayesian Neural Networks with Latent Variables


Nov 11, 2017
Stefan Depeweg, José Miguel Hernández-Lobato, Finale Doshi-Velez, Steffen Udluft

* This article is superseded by arXiv:1710.07283 

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Learning and Policy Search in Stochastic Dynamical Systems with Bayesian Neural Networks


Mar 08, 2017
Stefan Depeweg, José Miguel Hernández-Lobato, Finale Doshi-Velez, Steffen Udluft


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