Laplace Redux -- Effortless Bayesian Deep Learning

Bayesian formulations of deep learning have been shown to have compelling theoretical properties and offer practical functional benefits, such as improved predictive uncertainty quantification and model selection. The Laplace approximation (LA) is a classic, and arguably the simplest family of appro...

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Hauptverfasser: Daxberger, Erik, Kristiadi, Agustinus, Immer, Alexander, Eschenhagen, Runa, Bauer, Matthias, Hennig, Philipp
Format: Artikel
Sprache:eng
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