activity
20172026
most citedFrom Blind deconvolution to Blind Super-Resolution through convex programming

3 citations · 6 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2026

Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment

Nathanaël Haas, François Gatine, Augustin M Cosse +1

Understanding why gradient-based training in deep networks exhibits strong implicit bias remains challenging, in part because tractable singular-value dynamics are typically availa…

cs.IT2025

Infinite families of graphs and stable completion of arbitrary matrices, Part I

Augustin Cosse

We study deterministic constructions of graphs for which the unique completion of low rank matrices is generically possible regardless of the values of the entries. We relate the c…

cs.IT2024

Sparse recovery from quadratic equations, part II: hardness and incoherence

Augustin Cosse

We study the square root bottleneck in the recovery of sparse vectors from quadratic equations. It is acknowledged that a sparse vector , $\| \mathbf…

cs.IT2023

In the recovery of sparse vectors from quadratic measurements, the presence of linear terms breaks the square root bottleneck

Augustin Cosse

Motivated by recent results in the statistical physics of spin glasses, we study the recovery of a sparse vector , $\|\mathbf{x}_0\|_{\ell_0} = k<…

math.NA2020

Compressed Super-Resolution I: Maximal Rank Sum-of-Squares

Augustin Cosse

Let denote an -atomic measure defined on , satisfying . Let $η(θ) = \sum_{τ\in S} a_τD_n(θ-…

math.NA2017★ 3 cited

Stable rank one matrix completion is solved by two rounds of semidefinite programming relaxation

Augustin Cosse, Laurent Demanet

This paper studies the problem of deterministic rank-one matrix completion. It is known that the simplest semidefinite programming relaxation, involving minimization of the nuclear…

cs.IT2017★ 3 cited

From Blind deconvolution to Blind Super-Resolution through convex programming

Augustin Cosse

This paper discusses the recovery of an unknown signal through the result of its convolution with an unknown filter . This problem, also kno…