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

09/02/2020
by   Sepehr Assadi, et al.
0

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.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/20/2020

Space Lower Bounds for Graph Stream Problems

This work concerns with proving space lower bounds for graph problems in...
research
04/11/2021

Graph Streaming Lower Bounds for Parameter Estimation and Property Testing via a Streaming XOR Lemma

We study space-pass tradeoffs in graph streaming algorithms for paramete...
research
09/03/2023

Streaming and Query Once Space Complexity of Longest Increasing Subsequence

Longest Increasing Subsequence (LIS) is a fundamental problem in combina...
research
02/20/2018

Sublinear Algorithms for MAXCUT and Correlation Clustering

We study sublinear algorithms for two fundamental graph problems, MAXCUT...
research
06/09/2022

Strong Memory Lower Bounds for Learning Natural Models

We give lower bounds on the amount of memory required by one-pass stream...
research
07/15/2021

An Efficient Semi-Streaming PTAS for Tournament Feedback ArcSet with Few Passes

We present the first semi-streaming PTAS for the minimum feedback arc se...
research
07/28/2020

Graph Spanners by Sketching in Dynamic Streams and the Simultaneous Communication Model

Graph sketching is a powerful technique introduced by the seminal work o...

Please sign up or login with your details

Forgot password? Click here to reset