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May, 2021
贝叶斯深度学习中的先验知识综述
Priors in Bayesian Deep Learning: A Review
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Vincent Fortuin
TL;DR
该综述强调了先验选择对贝叶斯深度学习的重要性,并概述了各种先验方法及利用数据进行先验学习方法,以期激励实践者们更加谨慎地思考其模型的先验规范。
Abstract
While the choice of prior is one of the most critical parts of the
bayesian inference
workflow, recent
bayesian deep learning
models have often fallen back on uninformative
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