32 citations · 88 across the 8 of their papers we have counts for
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cs.LG2022★ 1 cited
The Role of Linear Layers in Nonlinear Interpolating Networks
Greg Ongie, Rebecca Willett
This paper explores the implicit bias of overparameterized neural networks of depth greater than two layers. Our framework considers a family of networks of varying depth that all…
cs.LG2019★ 16 cited
A Function Space View of Bounded Norm Infinite Width ReLU Nets: The Multivariate Case
Greg Ongie, Rebecca Willett, Daniel Soudry +1
A key element of understanding the efficacy of overparameterized neural networks is characterizing how they represent functions as the number of weights in the network approaches i…