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02/02/2023
Over-parameterised Shallow Neural Networks with Asymmetrical Node Scaling: Global Convergence Guarantees and Feature Learning
We consider the optimisation of large and shallow neural networks via gr...
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06/18/2021
α-Stable convergence of heavy-tailed infinitely-wide neural networks
We consider infinitely-wide multi-layer perceptrons (MLPs) which are lim...
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09/27/2018
An Introduction to Probabilistic Programming
This document is designed to be a first-year graduate-level introduction...
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09/18/2017
