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\begin{thebibliography}{1} | ||
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\bibitem{blundell2015weight} | ||
Charles Blundell, Julien Cornebise, Koray Kavukcuoglu, and Daan Wierstra. | ||
Weight uncertainty in neural network. | ||
In {\em International Conference on Machine Learning}, pages 1613--1622. {PMLR}. | ||
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\bibitem{daxberger2021laplace} | ||
Erik Daxberger, Agustinus Kristiadi, Alexander Immer, Runa Eschenhagen, Matthias Bauer, and Philipp Hennig. | ||
Laplace {{Redux-Effortless Bayesian Deep Learning}}. | ||
34. | ||
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\bibitem{gal2016dropout} | ||
Yarin Gal and Zoubin Ghahramani. | ||
Dropout as a bayesian approximation: {{Representing}} model uncertainty in deep learning. | ||
In {\em International Conference on Machine Learning}, pages 1050--1059. {PMLR}. | ||
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\bibitem{goodfellow2014explaining} | ||
Ian~J Goodfellow, Jonathon Shlens, and Christian Szegedy. | ||
Explaining and harnessing adversarial examples. | ||
arxiv:\href{http://arxiv.org/abs/1412.6572}{1412.6572}. | ||
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\bibitem{immer2020improving} | ||
Alexander Immer, Maciej Korzepa, and Matthias Bauer. | ||
Improving predictions of bayesian neural networks via local linearization. | ||
arxiv:\href{http://arxiv.org/abs/2008.08400}{2008.08400}. | ||
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\bibitem{lakshminarayanan2016simple} | ||
Balaji Lakshminarayanan, Alexander Pritzel, and Charles Blundell. | ||
Simple and scalable predictive uncertainty estimation using deep ensembles. | ||
arxiv:\href{http://arxiv.org/abs/1612.01474}{1612.01474}. | ||
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\bibitem{lawrence2001variational} | ||
Neil~David Lawrence. | ||
Variational inference in probabilistic models. | ||
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\bibitem{martens2015optimizing} | ||
James Martens and Roger Grosse. | ||
Optimizing neural networks with kronecker-factored approximate curvature. | ||
In {\em International conference on machine learning}, pages 2408--2417. PMLR, 2015. | ||
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\bibitem{wilson2020case} | ||
Andrew~Gordon Wilson. | ||
The case for {{Bayesian}} deep learning. | ||
arxiv:\href{http://arxiv.org/abs/2001.10995}{2001.10995}. | ||
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\end{thebibliography} |
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