ResNet with one-neuron hidden layers is a Universal Approximator

Hongzhou Lin, Stefanie Jegelka

Neural Information Processing Systems 

This stands in sharp contrast to fully connected networks, which are not universal approximators if their width is the input dimensiond[21,11].

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