Distributed Sketching Lower Bounds for k-Edge Connected Spanning Subgraphs, BFS Trees, and LCL Problems

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

We investigate graph problems in the distributed sketching model, where each node sends a single message to a referee who computes the output. We define a class of graphs and give a framework for proving lower bounds for certain embeddable problems, which leads to several new results: First, we present a tight lower bound of Ω(n) bits for the message size of computing a breadth-first search (BFS) tree. For locally-checkable labeling (LCL) problems, we show that verifying whether a given vertex labeling forms a weak 2-coloring requires messages of Ω(n1/3 log2/3 n) bits, and the same lower bound holds for verifying whether a subset of nodes forms a maximal independent set. We also prove that computing a k-edge connected spanning subgraph (k-ECSS) requires messages of size at least Ω(klog2(n/k)), which is tight up to a logarithmic factor. To show these results, we define a simultaneous multiparty (SMP) model of communication complexity, where the players obtain certain subgraphs as their input, and develop a generic embedding argument that allows us to prove lower bounds for the graph sketching model by using reductions from the SMP model. We point out that these results also extend to single-round algorithms in the broadcast congested clique. We also (nearly) settle the space complexity of the k-ECSS problem in the streaming model by extending the work of Kapralov, Nelson, Pachoki, Wang, and Woodruff (FOCS 2017): We prove a communication complexity lower bound for a direct sum variant of the URk problem and show that this implies Ω(knlog2(n/k)) bits of memory for computing a k-ECSS. This is known to be optimal up to a logarithmic factor.

Original languageEnglish (US)
Title of host publication37th International Symposium on Distributed Computing, DISC 2023
EditorsRotem Oshman
PublisherSchloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
ISBN (Electronic)9783959773010
DOIs
StatePublished - Oct 2023
Event37th International Symposium on Distributed Computing, DISC 2023 - L'Aquila, Italy
Duration: Oct 10 2023Oct 12 2023

Publication series

NameLeibniz International Proceedings in Informatics, LIPIcs
Volume281
ISSN (Print)1868-8969

Conference

Conference37th International Symposium on Distributed Computing, DISC 2023
Country/TerritoryItaly
CityL'Aquila
Period10/10/2310/12/23

Keywords

  • Distributed graph algorithm
  • graph sketching
  • streaming

ASJC Scopus subject areas

  • Software

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