Emergent Mind

Near-Quadratic Lower Bounds for Two-Pass Graph Streaming Algorithms

(2009.01161)
Published Sep 2, 2020 in cs.DS and cs.CC

Abstract

We prove that any two-pass graph streaming algorithm for the $s$-$t$ reachability problem in $n$-vertex directed graphs requires near-quadratic space of $n{2-o(1)}$ bits. As a corollary, we also obtain near-quadratic space lower bounds for several other fundamental problems including maximum bipartite matching and (approximate) shortest path in undirected graphs. Our results collectively imply that a wide range of graph problems admit essentially no non-trivial streaming algorithm even when two passes over the input is allowed. Prior to our work, such impossibility results were only known for single-pass streaming algorithms, and the best two-pass lower bounds only ruled out $o(n{7/6})$ space algorithms, leaving open a large gap between (trivial) upper bounds and lower bounds.

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