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Fixed-Mean Gaussian Process

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04:00

2026-06-15

arxiv.org

machine-learning

Uncertainty Estimation and Generalization Bounds for Modern Deep Learning

A new thesis investigates how Bayesian principles can improve understanding of modern deep learning systems, introducing the Deep Variational Implicit Process (DVIP) and post-hoc methods VaLLA and FMG…

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Deep Variational Implicit Process 1 Variational Linearized Laplace Approximation 1 PAC-Bayesian 1 large-deviation theory 1