The Effects of Mild Over-parameterization on the Optimization Landscape of Shallow ReLU Neural Networks

Itay M. Safran, Gilad Yehudai, Ohad Shamir. The Effects of Mild Over-parameterization on the Optimization Landscape of Shallow ReLU Neural Networks. In Mikhail Belkin, Samory Kpotufe, editors, Conference on Learning Theory, COLT 2021, 15-19 August 2021, Boulder, Colorado, USA. Volume 134 of Proceedings of Machine Learning Research, pages 3889-3934, PMLR, 2021. [doi]

Abstract

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