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20152026
most citedSpurious Local Minima are Common in Two-Layer ReLU Neural Networks

142 citations · 330 across the 18 of their papers we have counts for

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cs.LG2020★ 4 cited

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

Itay Safran, Gilad Yehudai, Ohad Shamir

We study the effects of mild over-parameterization on the optimization landscape of a simple ReLU neural network of the form $\mathbf{x}\mapsto\sum_{i=1}^k\max\{0,\mathbf{w}_i^{\to…