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20192021
most citedApproximation of BV functions by neural networks: A regularity theory approach

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stat.ML2019

Neural ODEs as the Deep Limit of ResNets with constant weights

Benny Avelin, Kaj Nyström

In this paper we prove that, in the deep limit, the stochastic gradient descent on a ResNet type deep neural network, where each layer shares the same weight matrix, converges to t…