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11/04/2022
Black-box Coreset Variational Inference
Recent advances in coreset methods have shown that a selection of repres...
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10/01/2021
TyXe: Pyro-based Bayesian neural nets for Pytorch
We introduce TyXe, a Bayesian neural network library built on top of Pyt...
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04/30/2020
Bayesian Online Meta-Learning with Laplace Approximation
Neural networks are known to suffer from catastrophic forgetting when tr...
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02/12/2019
Gaussian Mean Field Regularizes by Limiting Learned Information
Variational inference with a factorized Gaussian posterior estimate is a...
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05/20/2018
Online Structured Laplace Approximations For Overcoming Catastrophic Forgetting
We introduce the Kronecker factored online Laplace approximation for ove...
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06/12/2017