Dependent Random Graphs and Multiparty Pointer Jumping

TL;DR

This paper introduces dependent random graphs, analyzing their properties like clique and chromatic numbers, and applies these insights to develop improved communication protocols for multiparty pointer jumping problems in the NOF model.

Contribution

It studies dependent random graphs' properties and presents new, more efficient protocols for multiparty pointer jumping in the number-on-the-forehead model.

Findings

Dependent random graphs contain large cliques with high probability.

Chromatic number bounds similar to standard random graphs are established.

New communication protocols for MPJ_k achieve o(n) complexity for k >= 3.

Abstract

We initiate a study of a relaxed version of the standard Erdos-Renyi random graph model, where each edge may depend on a few other edges. We call such graphs "dependent random graphs". Our main result in this direction is a thorough understanding of the clique number of dependent random graphs. We also obtain bounds for the chromatic number. Surprisingly, many of the standard properties of random graphs also hold in this relaxed setting. We show that with high probability, a dependent random graph will contain a clique of size $\frac{(1-o(1))\log n}{\log(1/p)}$, and the chromatic number will be at most $\frac{n \log(1/1-p)}{\log n}$. As an application and second main result, we give a new communication protocol for the k-player Multiparty Pointer Jumping (MPJ_k) problem in the number-on-the-forehead (NOF) model. Multiparty Pointer Jumping is one of the canonical NOF communication problems, yet even for three players, its communication complexity is not well understood. Our protocol for MPJ_3 costs $O(\frac{n\log\log n}{\log n})$ communication, improving on a bound of Brody and Chakrabarti [BC08]. We extend our protocol to the non-Boolean pointer jumping problem $\widehat{MPJ}_k$, achieving an upper bound which is o(n) for any $k >= 4$ players. This is the first o(n) bound for $\widehat{MPJ}_k$ and improves on a bound of Damm, Jukna, and Sgall [DJS98] which has stood for almost twenty years.