# The hat guessing number of graphs

## TL;DR

This paper investigates the hat guessing number of certain graphs, proving it grows polynomially with the size of the graph, and introduces probabilistic and combinatorial strategies to establish these bounds.

## Contribution

It provides the first positive lower bounds for the hat guessing number of complete multipartite graphs, answering a question from 2008, and extends results to directed graphs.

## Key findings

- The hat guessing number of complete r-partite graphs is (n^{(r-1)/r - o(1)}) for large n.
- The strategy uses probabilistic constructions and combinatorial ideas.
- Results extend to blow-ups of directed cycles with similar bounds.

## Abstract

Consider the following hat guessing game: $n$ players are placed on $n$ vertices of a graph, each wearing a hat whose color is arbitrarily chosen from a set of $q$ possible colors. Each player can see the hat colors of his neighbors, but not his own hat color. All of the players are asked to guess their own hat colors simultaneously, according to a predetermined guessing strategy and the hat colors they see, where no communication between them is allowed. Given a graph $G$, its hat guessing number ${\rm{HG}}(G)$ is the largest integer $q$ such that there exists a guessing strategy guaranteeing at least one correct guess for any hat assignment of $q$ possible colors. In 2008, Butler et al. asked whether the hat guessing number of the complete bipartite graph $K_{n,n}$ is at least some fixed positive (fractional) power of $n$. We answer this question affirmatively, showing that for sufficiently large $n$, the complete $r$-partite graph $K_{n,\ldots,n}$ satisfies ${\rm{HG}}(K_{n,\ldots,n})=\Omega(n^{\frac{r-1}{r}-o(1)})$. Our guessing strategy is based on a probabilistic construction and other combinatorial ideas, and can be extended to show that ${\rm{HG}}(\vec{C}_{n,\ldots,n})=\Omega(n^{\frac{1}{r}-o(1)})$, where $\vec{C}_{n,\ldots,n}$ is the blow-up of a directed $r$-cycle, and where for directed graphs each player sees only the hat colors of his outneighbors.