32 citations · 88 across the 9 of their papers we have counts for
3 papers · 1 filter
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…
A Memory-efficient Algorithm for Large-scale Sparsity Regularized Image Reconstruction
Greg Ongie, Naveen Murthy, Laura Balzano +1
We derive a memory-efficient first-order variable splitting algorithm for convex image reconstruction problems with non-smooth regularization terms. The algorithm is based on a pri…
Neumann Networks for Inverse Problems in Imaging
Davis Gilton, Greg Ongie, Rebecca Willett
Many challenging image processing tasks can be described by an ill-posed linear inverse problem: deblurring, deconvolution, inpainting, compressed sensing, and superresolution all…