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

被引:12
|
作者
Assadi, Sepehr [1 ]
Raz, Ran [2 ]
机构
[1] Rutgers State Univ, Dept Comp Sci, Piscataway, NJ 08854 USA
[2] Princeton Univ, Dept Comp Sci, Princeton, NJ 08544 USA
来源
2020 IEEE 61ST ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE (FOCS 2020) | 2020年
基金
美国国家科学基金会;
关键词
Graph streaming; communication complexity; s-t reachability; multi pass streaming lower bounds;
D O I
10.1109/FOCS46700.2020.00040
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
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.
引用
收藏
页码:342 / 353
页数:12
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