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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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Posterior Meta-Replay for Continual Learning


Mar 01, 2021
Christian Henning, Maria R. Cervera, Francesco D'Angelo, Johannes von Oswald, Regina Traber, Benjamin Ehret, Seijin Kobayashi, João Sacramento, Benjamin F. Grewe

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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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Continual learning with hypernetworks


Jun 03, 2019
Johannes von Oswald, Christian Henning, João Sacramento, Benjamin F. Grewe

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