Ultra-Sparse Near-Additive Emulators

TL;DR

This paper introduces ultra-sparse near-additive emulators with precisely optimized edge counts, along with efficient distributed algorithms for their construction, significantly improving sparsity and construction time over previous methods.

Contribution

The paper proves that near-additive emulators can be constructed with exactly n^{1+1/κ} edges, introduces ultra-sparse emulators with low additive stretch, and provides improved distributed algorithms for building these structures.

Findings

Ultra-sparse emulators with n + o(n) edges and low additive stretch.

Distributed deterministic algorithms for constructing emulators in low polynomial time.

Improved distributed construction of near-additive spanners with fewer edges.

Abstract

Near-additive (aka $(1+\epsilon,\beta)$-) emulators and spanners are a fundamental graph-algorithmic construct, with numerous applications for computing approximate shortest paths and related problems in distributed, streaming and dynamic settings. Known constructions of near-additive emulators enable one to trade between their sparsity (i.e., number of edges) and the additive stretch $\beta$. Specifically, for any pair of parameters $\epsilon >0$, $ \kappa=1,2,\dots$, one can have a $(1+\epsilon,\beta)$-emulator with $O(n^{1+1/\kappa})$ edges, with $\beta = \left(\frac{\log \kappa}{\epsilon}\right)^{\log \kappa}$. At their sparsest, these emulators employ $c\cdot n$ edges, for some constant $c\geq 2$. We tighten this bound, and show that in fact precisely $n^{1+1/\kappa}$ edges suffice. In particular, our emulators can be \emph{ultra-sparse}, i.e., we can have an emulator with $n+o(n)$ edges and $\beta = \left(\frac{\log {\log n}}{\epsilon }\right)^{{\log {\log n}}(1+o(1))}$. We also devise a distributed deterministic algorithm in the CONGEST model that builds these emulators in low polynomial time (i.e., in $O(n^\rho)$ time, for an arbitrarily small constant parameter $\rho >0$). Finally, we also improve the state-of-the-art distributed deterministic \congest-model construction of $(1+\epsilon,\beta)$-spanners devised in the PODC'19 paper [ElkinM19]. Specifically, the spanners of [ElkinM19] have $O(\beta\cdot n^{1+1/\kappa})$ edges, i.e., at their sparsest they employ $ O\left(\frac{\log {\log n}}{\epsilon }\right)^{{\log {\log n}}}\cdot n$ edges. In this paper, we devise an efficient distributed deterministic CONGEST-model algorithm that builds such spanners with $O(n^{1+1/\kappa})$ edges for $\kappa = O\left(\frac{\log n}{\log ^{(3)}n}\right)$. At their sparsest, these spanners employ only $O(n\cdot {\log {\log n}})$ edges.