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Near-Quadratic Lower Bounds for Two-Pass Graph Streaming Algorithms
arXiv - CS - Computational Complexity Pub Date : 2020-09-02 , DOI: arxiv-2009.01161 Sepehr Assadi, Ran Raz
arXiv - CS - Computational Complexity Pub Date : 2020-09-02 , DOI: arxiv-2009.01161 Sepehr Assadi, Ran Raz
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.
中文翻译:
两遍图流算法的近二次下界
我们证明了 $n$-顶点有向图中 $s$-$t$ 可达性问题的任何两遍图流算法都需要 $n^{2-o(1)}$ 位的近二次空间。作为推论,我们还获得了其他几个基本问题的近二次空间下界,包括无向图中的最大二部匹配和(近似)最短路径。我们的结果共同表明,即使允许两次通过输入,广泛的图问题也基本上不承认非平凡的流算法。在我们的工作之前,这种不可能的结果只适用于单通道流算法,而最好的双通道下界只排除了 $o(n^{7/6})$ 空间算法,在两者之间留下了很大的差距(平凡的)上限和下限。
更新日期:2020-09-03
中文翻译:
两遍图流算法的近二次下界
我们证明了 $n$-顶点有向图中 $s$-$t$ 可达性问题的任何两遍图流算法都需要 $n^{2-o(1)}$ 位的近二次空间。作为推论,我们还获得了其他几个基本问题的近二次空间下界,包括无向图中的最大二部匹配和(近似)最短路径。我们的结果共同表明,即使允许两次通过输入,广泛的图问题也基本上不承认非平凡的流算法。在我们的工作之前,这种不可能的结果只适用于单通道流算法,而最好的双通道下界只排除了 $o(n^{7/6})$ 空间算法,在两者之间留下了很大的差距(平凡的)上限和下限。