A non-backtracking method for long matrix and tensor completion

L Stephan, Y Zhu - The Thirty Seventh Annual Conference …, 2024 - proceedings.mlr.press
We consider the problem of low-rank rectangular matrix completion in the regime where the
matrix $ M $ of size $ n\times m $ is “long", ie, the aspect ratio $ m/n $ diverges to infinity …

Extreme singular values of inhomogeneous sparse random rectangular matrices

I Dumitriu, Y Zhu - Bernoulli, 2024 - projecteuclid.org
We develop a unified approach to bounding the largest and smallest singular values of an
inhomogeneous random rectangular matrix, based on the non-backtracking operator and …

New explicit constant-degree lossless expanders

L Golowich - Proceedings of the 2024 Annual ACM-SIAM …, 2024 - SIAM
We present a new explicit construction of onesided bipartite lossless expanders of constant
degree, with arbitrary constant ratio between the sizes of the two vertex sets. Our …

[PDF][PDF] Explicit two-sided unique-neighbor expanders

JT Hsieh, T McKenzie, S Mohanty… - Proceedings of the 56th …, 2024 - dl.acm.org
We study the problem of constructing explicit sparse graphs that exhibit strong vertex
expansion. Our main result is the first two-sided construction of imbalanced unique-neighbor …

Sparsity and -Restricted Isometry

V Guruswami, P Manohar, J Mosheiff - arXiv preprint arXiv:2205.06738, 2022 - arxiv.org
A matrix $ A $ is said to have the $\ell_p $-Restricted Isometry Property ($\ell_p $-RIP) if for
all vectors $ x $ of up to some sparsity $ k $, $\|{Ax}\| _p $ is roughly proportional to $\|{x}\| _p …

[引用][C] A non-backtracking method for long matrix completion

[引用][C] Sparsity and ℓ-Restricted Isometry

V Guruswami, P Manohar, J Mosheiff - arXiv preprint arXiv:2205.06738, 2022