Near-Quadratic Lower Bounds for Two-Pass Graph Streaming Algorithms
Sepehr Assadi, Ran Raz
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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Install the CLIlune papers fulltext 87c68253-30e1-4c86-9fba-9b6fcd0a3c91Cited by top-tier papers16
- Almost optimal super-constant-pass streaming lower bounds for reachabilityLijie Chen, Gillat Kol, Dmitry Paramonov, Raghuvansh R. Saxena et al.STOC 2021 · 15 citations
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- Vertex Ordering Problems in Directed Graph StreamsAmit Chakrabarti, Prantar Ghosh, Andrew McGregor, Sofya VorotnikovaSODA 2020 · 12 citations
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