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09/09/2023
Affine Invariant Ensemble Transform Methods to Improve Predictive Uncertainty in ReLU Networks
We consider the problem of performing Bayesian inference for logistic re...
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02/20/2023
Infinite-Dimensional Diffusion Models for Function Spaces
We define diffusion-based generative models in infinite dimensions, and ...
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06/02/2022
Score-Based Generative Models Detect Manifolds
Score-based generative models (SGMs) need to approximate the scores ∇log...
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04/16/2021
Affine-invariant ensemble transform methods for logistic regression
We investigate the application of ensemble transform approaches to Bayes...
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11/17/2020