English

Improved upper bounds for the rigidity of Kronecker products

Data Structures and Algorithms 2021-10-13 v2 Computational Complexity Combinatorics

Abstract

The rigidity of a matrix AA for target rank rr is the minimum number of entries of AA that need to be changed in order to obtain a matrix of rank at most rr. At MFCS'77, Valiant introduced matrix rigidity as a tool to prove circuit lower bounds for linear functions and since then this notion received much attention and found applications in other areas of complexity theory. The problem of constructing an explicit family of matrices that are sufficiently rigid for Valiant's reduction (Valiant-rigid) still remains open. Moreover, since 2017 most of the long-studied candidates have been shown not to be Valiant-rigid. Some of those former candidates for rigidity are Kronecker products of small matrices. In a recent paper (STOC'21), Alman gave a general non-rigidity result for such matrices: he showed that if an n×nn\times n matrix AA (over any field) is a Kronecker product of d×dd\times d matrices M1,,MkM_1,\dots, M_k (so n=dkn=d^k) (d2)(d\ge 2) then changing only n1+εn^{1+\varepsilon} entries of AA one can reduce its rank to n1γ\le n^{1-\gamma}, where 1/γ1/\gamma is roughly 2d/ε22^d/\varepsilon^2. In this note we improve this result in two directions. First, we do not require the matrices MiM_i to have equal size. Second, we reduce 1/γ1/\gamma from exponential in dd to roughly d3/2/ε2d^{3/2}/\varepsilon^2 (where dd is the maximum size of the matrices MiM_i), and to nearly linear (roughly d/ε2d/\varepsilon^2) for matrices MiM_i of sizes within a constant factor of each other. As an application of our results we significantly expand the class of Hadamard matrices that are known not to be Valiant-rigid; these now include the Kronecker products of Paley-Hadamard matrices and Hadamard matrices of bounded size.

Keywords

Cite

@article{arxiv.2103.05631,
  title  = {Improved upper bounds for the rigidity of Kronecker products},
  author = {Bohdan Kivva},
  journal= {arXiv preprint arXiv:2103.05631},
  year   = {2021}
}

Comments

To appear at MFCS'21. This version includes rigidity bounds for Hadamard matrices (Section 6), which were not present in the previous arxiv version. 20 pages