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05/24/2023
A Rigorous Link between Deep Ensembles and (Variational) Bayesian Methods
We establish the first mathematically rigorous link between Bayesian, va...
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03/19/2023
Robustifying likelihoods by optimistically re-weighting data
Likelihood-based inferences have been remarkably successful in wide-span...
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02/09/2023
Robust and Scalable Bayesian Online Changepoint Detection
This paper proposes an online, provably robust, and scalable Bayesian ap...
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06/16/2022
Generalised Bayesian Inference for Discrete Intractable Likelihood
Discrete state spaces represent a major computational challenge to stati...
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02/09/2022
Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap
Simulator-based models are models for which the likelihood is intractabl...
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01/22/2022
Uncertainty-aware deep learning methods for robust diabetic retinopathy classification
Automatic classification of diabetic retinopathy from retinal images has...
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04/15/2021
Robust Generalised Bayesian Inference for Intractable Likelihoods
Generalised Bayesian inference updates prior beliefs using a loss functi...
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11/17/2020
Generalized Posteriors in Approximate Bayesian Computation
Complex simulators have become a ubiquitous tool in many scientific disc...
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11/03/2020
Transforming Gaussian Processes With Normalizing Flows
Gaussian Processes (GPs) can be used as flexible, non-parametric functio...
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10/26/2020
Robust Bayesian Inference for Discrete Outcomes with the Total Variation Distance
Models of discrete-valued outcomes are easily misspecified if the data e...
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12/10/2019
Frequentist Consistency of Generalized Variational Inference
This paper investigates Frequentist consistency properties of the poster...
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04/04/2019
Robust Deep Gaussian Processes
This report provides an in-depth overview over the implications and nove...
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04/03/2019
Generalized Variational Inference
This paper introduces a generalized representation of Bayesian inference...
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06/06/2018
Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with β-Divergences
We present the very first robust Bayesian Online Changepoint Detection a...
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05/14/2018