Tight Conditional Lower Bounds for Approximating Diameter in Directed Graphs
Among the most fundamental graph parameters is the Diameter, the largest distance between any pair of vertices. Computing the Diameter of a graph with $m$ edges requires $m^{2-o(1)}$ time under the Strong Exponential Time Hypothesis (SETH), which can be prohibitive for very large graphs, so efficien...
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Zusammenfassung: | Among the most fundamental graph parameters is the Diameter, the largest
distance between any pair of vertices. Computing the Diameter of a graph with
$m$ edges requires $m^{2-o(1)}$ time under the Strong Exponential Time
Hypothesis (SETH), which can be prohibitive for very large graphs, so efficient
approximation algorithms for Diameter are desired.
There is a folklore algorithm that gives a $2$-approximation for Diameter in
$\tilde{O}(m)$ time. Additionally, a line of work concludes with a
$3/2$-approximation algorithm for Diameter in weighted directed graphs that
runs in $\tilde{O}(m^{3/2})$ time. The $3/2$-approximation algorithm is known
to be tight under SETH: Roditty and Vassilevska W. proved that under SETH any
$3/2-\epsilon$ approximation algorithm for Diameter in undirected unweighted
graphs requires $m^{2-o(1)}$ time, and then Backurs, Roditty, Segal,
Vassilevska W., and Wein and the follow-up work of Li proved that under SETH
any $5/3-\epsilon$ approximation algorithm for Diameter in undirected
unweighted graphs requires $m^{3/2-o(1)}$ time.
Whether or not the folklore 2-approximation algorithm is tight, however, is
unknown, and has been explicitly posed as an open problem in numerous papers.
Towards this question, Bonnet recently proved that under SETH, any
$7/4-\epsilon$ approximation requires $m^{4/3-o(1)}$, only for directed
weighted graphs.
We completely resolve this question for directed graphs by proving that the
folklore 2-approximation algorithm is conditionally optimal. In doing so, we
obtain a series of conditional lower bounds that together with prior work, give
a complete time-accuracy trade-off that is tight with all known algorithms for
directed graphs. Specifically, we prove that under SETH for any $\delta>0$, a
$(\frac{2k-1}{k}-\delta)$-approximation algorithm for Diameter on directed
unweighted graphs requires $m^{\frac{k}{k-1}-o(1)}$ time. |
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DOI: | 10.48550/arxiv.2011.03892 |