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

Machine Learning 2020-09-30 v1 Machine Learning Numerical Analysis Numerical Analysis

Abstract

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

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Cite

@article{arxiv.2009.13881,
  title  = {Lipschitz neural networks are dense in the set of all Lipschitz functions},
  author = {Stephan Eckstein},
  journal= {arXiv preprint arXiv:2009.13881},
  year   = {2020}
}

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7 pages