# Most binary matrices have no small defining set

## TL;DR

This paper demonstrates that most large binary matrices with fixed row and column sums lack small defining sets, implying that such matrices are typically not uniquely determined by a small subset of entries.

## Contribution

The authors extend previous results by showing that, under certain conditions, large binary matrices almost surely have no small defining sets, generalizing earlier specific cases.

## Key findings

- Most binary matrices lack small defining sets with high probability.
- Critical sets in such matrices are typically large, close to the total number of entries.
- Results generalize previous theorems for specific matrix sizes and proportions.

## Abstract

Consider a matrix $M$ chosen uniformly at random from a class of $m \times n$ matrices of zeros and ones with prescribed row and column sums. A partially filled matrix $D$ is a $\mathit{defining}$ $\mathit{set}$ for $M$ if $M$ is the unique member of its class that contains the entries in $D$. The $\mathit{size}$ of a defining set is the number of filled entries. A $\mathit{critical}$ $\mathit{set}$ is a defining set for which the removal of any entry stops it being a defining set. For some small fixed $\epsilon>0$, we assume that $n\le m=o(n^{1+\epsilon})$, and that $\lambda\le1/2$, where $\lambda$ is the proportion of entries of $M$ that equal $1$. We also assume that the row sums of $M$ do not vary by more than $\mathcal{O}(n^{1/2+\epsilon})$, and that the column sums do not vary by more than $\mathcal{O}(m^{1/2+\epsilon})$. Under these assumptions we show that $M$ almost surely has no defining set of size less than $\lambda mn-\mathcal{O}(m^{7/4+\epsilon})$. It follows that $M$ almost surely has no critical set of size more than $(1-\lambda)mn+\mathcal{O}(m^{7/4+\epsilon})$. Our results generalise a theorem of Cavenagh and Ramadurai, who examined the case when $\lambda=1/2$ and $n=m=2^k$ for an integer $k$.