Lipschitz neural networks are dense in the set of all Lipschitz functions

09/29/2020

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by   Stephan Eckstein, et al.

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This note shows that, for a fixed Lipschitz constant L > 0, one layer neural networks that are L-Lipschitz are dense in the set of all L-Lipschitz functions with respect to the uniform norm on bounded sets.