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Christian Henning

Institute of Neuroinformatics, ETH Zürich and University of Zürich, Zürich, Switzerland

Uncertainty estimation under model misspecification in neural network regression

Nov 23, 2021
Maria R. Cervera, Rafael Dätwyler, Francesco D'Angelo, Hamza Keurti, Benjamin F. Grewe, Christian Henning

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* Published at the NeurIPS 2021 workshop "Your Model Is Wrong: Robustness and Misspecification in Probabilistic Modeling"

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Uncertainty-based out-of-distribution detection requires suitable function space priors

Oct 12, 2021
Francesco D'Angelo, Christian Henning

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* arXiv admin note: substantial text overlap with arXiv:2107.12248

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Are Bayesian neural networks intrinsically good at out-of-distribution detection?

Jul 26, 2021
Christian Henning, Francesco D'Angelo, Benjamin F. Grewe

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* Published at UDL Workshop, ICML 2021

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Economical ensembles with hypernetworks

Jul 25, 2020
João Sacramento, Johannes von Oswald, Seijin Kobayashi, Christian Henning, Benjamin F. Grewe

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* 25 pages, 5 figures

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Continual Learning in Recurrent Neural Networks with Hypernetworks

Jun 22, 2020
Benjamin Ehret, Christian Henning, Maria R. Cervera, Alexander Meulemans, Johannes von Oswald, Benjamin F. Grewe

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* 13 pages and 4 figures in the main text; 20 pages and 2 figures in the supplementary materials

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