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Distributed algorithms for the Lovász local lemma and graph coloring

Published: 15 July 2014 Publication History

Abstract

The Lovasz Local Lemma (LLL), introduced by Erdos and Lovasz in 1975, is a powerful tool of the probabilistic method that allows one to prove that a set of n "bad" events do not happen with non-zero probability, provided that the events have limited dependence. However, the LLL itself does not suggest how to find a point avoiding all bad events. Since the work of Beck (1991) there has been a sustained effort to find a constructive proof (i.e. an algorithm) for the LLL or weaker versions of it. In a major breakthrough Moser and Tardos (2010) showed that a point avoiding all bad events can be found efficiently. They also proposed a distributed/parallel version of their algorithm that requires O(log2 n) rounds of communication in a distributed network.
In this paper we provide two new distributed algorithms for the LLL that improve on both the efficiency and simplicity of the Moser-Tardos algorithm. For clarity we express our results in terms of the symmetric LLL though both algorithms deal with the asymmetric version as well. Let p bound the probability of any bad event and d be the maximum degree in the dependency graph of the bad events. When epd2 < 1 we give a truly simple LLL algorithm running in O(log1/epd2 n) rounds. Under the tighter condition ep(d+1) < 1, we give a slightly slower algorithm running in O(log2 d⋅ log1/ep(d+1) n) rounds. Furthermore, we give an algorithm that runs in sublogarithmic rounds under the condition p⋅ f(d) < 1, where f(d) is an exponential function of d. Although the conditions of the LLL are locally verifiable, we prove that any distributed LLL algorithm requires Ω(log* n) rounds.
In many graph coloring problems the existence of a valid coloring is established by one or more applications of the LLL. Using our LLL algorithms, we give logarithmic-time distributed algorithms for frugal coloring, defective coloring, coloring girth-4 (triangle-free) and girth-5 graphs, edge coloring, and list coloring.

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  • (2020)Simple Local Computation Algorithms for the General Lovász Local LemmaProceedings of the 32nd ACM Symposium on Parallelism in Algorithms and Architectures10.1145/3350755.3400250(1-10)Online publication date: 6-Jul-2020
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cover image ACM Conferences
PODC '14: Proceedings of the 2014 ACM symposium on Principles of distributed computing
July 2014
444 pages
ISBN:9781450329446
DOI:10.1145/2611462
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 15 July 2014

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Author Tags

  1. constructive algorithm
  2. distributed graph coloring
  3. locality
  4. probabilistic method

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PODC '14 Paper Acceptance Rate 39 of 141 submissions, 28%;
Overall Acceptance Rate 740 of 2,477 submissions, 30%

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Cited By

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  • (2022)DMCSC: a fully distributed multi-coloring approach for scalable communication in synchronous broadcast networksThe Journal of Supercomputing10.1007/s11227-022-04700-379:1(788-813)Online publication date: 19-Jul-2022
  • (2021)Smaller Cuts, Higher Lower BoundsACM Transactions on Algorithms10.1145/346983417:4(1-40)Online publication date: 4-Oct-2021
  • (2020)Simple Local Computation Algorithms for the General Lovász Local LemmaProceedings of the 32nd ACM Symposium on Parallelism in Algorithms and Architectures10.1145/3350755.3400250(1-10)Online publication date: 6-Jul-2020
  • (2020)What can be sampled locally?Distributed Computing10.1007/s00446-018-0332-833:3-4(227-253)Online publication date: 1-Jun-2020
  • (2019)Oblivious resampling oracles and parallel algorithms for the lopsided lovász local lemmaProceedings of the Thirtieth Annual ACM-SIAM Symposium on Discrete Algorithms10.5555/3310435.3310487(841-860)Online publication date: 6-Jan-2019
  • (2019)Towards the locality of Vizing’s theoremProceedings of the 51st Annual ACM SIGACT Symposium on Theory of Computing10.1145/3313276.3316393(355-364)Online publication date: 23-Jun-2019
  • (2018)Construction and Simulation of Composite Measures and Condensation Model for Designing Probabilistic Computational ApplicationsSymmetry10.3390/sym1011063810:11(638)Online publication date: 15-Nov-2018
  • (2017)Parallel algorithms and concentration bounds for the lovász local lemma via witness-DAGsProceedings of the Twenty-Eighth Annual ACM-SIAM Symposium on Discrete Algorithms10.5555/3039686.3039762(1170-1187)Online publication date: 16-Jan-2017
  • (2017)What Can be Sampled Locally?Proceedings of the ACM Symposium on Principles of Distributed Computing10.1145/3087801.3087815(121-130)Online publication date: 25-Jul-2017
  • (2017)Variable-Version Lovász Local Lemma: Beyond Shearer's Bound2017 IEEE 58th Annual Symposium on Foundations of Computer Science (FOCS)10.1109/FOCS.2017.48(451-462)Online publication date: Oct-2017
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