Improved Distance (Sensitivity) Oracles with Subquadratic Space

TL;DR

This paper introduces new distance oracles with subquadratic space that achieve small additive and multiplicative stretch, and develops a framework to extend these to fault-tolerant versions with efficient space and query time.

Contribution

It presents the first subquadratic-space distance oracles with near-constant stretch for general undirected graphs and a framework to convert these into fault-tolerant oracles with improved parameters.

Findings

Achieved subquadratic space for distance oracles with small stretch.

Developed a framework to create fault-tolerant distance sensitivity oracles.

Combined the new oracle with the framework to improve fault-tolerant oracle parameters.

Abstract

A distance oracle (DO) with stretch $(\alpha, \beta)$ for a graph $G$ is a data structure that, when queried with vertices $s$ and $t$, returns a value $\widehat{d}(s,t)$ such that $d(s,t) \le \widehat{d}(s,t) \le \alpha \cdot d(s,t) + \beta$. An $f$-edge fault-tolerant distance sensitivity oracle ($f$-DSO) additionally receives a set $F$ of up to $f$ edges and estimates the $s$-$t$-distance in $G{-}F$. Our first contribution is a new distance oracle with subquadratic space for undirected graphs. Introducing a small additive stretch $\beta > 0$ allows us to make the multiplicative stretch $\alpha$ arbitrarily small. This sidesteps a known lower bound of $\alpha \ge 3$ (for $\beta = 0$ and subquadratic space) [Thorup & Zwick, JACM 2005]. We present a DO for graphs with edge weights in $[0,W]$ that, for any positive integer $t$ and any $c \in (0, \ell/2]$, has stretch $(1{+}\frac{1}{\ell}, 2W)$, space $\widetilde{O}(n^{2-\frac{c}{t}})$, and query time $O(n^c)$. These are the first subquadratic-space DOs with $(1+\epsilon, O(1))$-stretch generalizing Agarwal and Godfrey's results for sparse graphs [SODA 2013] to general undirected graphs. Our second contribution is a framework that turns a $(\alpha,\beta)$-stretch DO for unweighted graphs into an $(\alpha (1{+}\varepsilon),\beta)$-stretch $f$-DSO with sensitivity $f = o(\log(n)/\log\log n)$ and retains subquadratic space. This generalizes a result by Bil\`o, Chechik, Choudhary, Cohen, Friedrich, Krogmann, and Schirneck [STOC 2023, TheoretiCS 2024] for the special case of stretch $(3,0)$ and $f = O(1)$. By combining the framework with our new distance oracle, we obtain an $f$-DSO that, for any $\gamma \in (0, (\ell{+}1)/2]$, has stretch $((1{+}\frac{1}{\ell}) (1{+}\varepsilon), 2)$, space $n^{ 2- \frac{\gamma}{(\ell+1)(f+1)} + o(1)}/\varepsilon^{f+2}$, and query time $\widetilde{O}(n^{\gamma} /{\varepsilon}^2)$.