181 citations · 396 across the 31 of their papers we have counts for
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cs.IT2017★ 1 cited
Blind Deconvolution by a Steepest Descent Algorithm on a Quotient Manifold
Wen Huang, Paul Hand
In this paper, we propose a Riemannian steepest descent method for solving a blind deconvolution problem. We prove that the proposed algorithm with an appropriate initialization wi…
cs.IT2017
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk
Paul Hand, Vladislav Voroninski
We examine the theoretical properties of enforcing priors provided by generative deep neural networks via empirical risk minimization. In particular we consider two models, one in…
cs.IT2017★ 6 cited
BranchHull: Convex bilinear inversion from the entrywise product of signals with known signs
Alireza Aghasi, Ali Ahmed, Paul Hand +1
We consider the bilinear inverse problem of recovering two vectors, and , in from their entrywise product. For the case where the vectors have known signs and…