ResNet with one-neuron hidden layers is a Universal Approximator

Hongzhou Lin, Stefanie Jegelka

Neural Information Processing Systems 

We demonstrate that a very deep ResNet with stacked modules that have one neuron per hidden layer and ReLU activation functions can uniformly approximate any Lebesgue integrable function inddimensions, i.e. l

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