---
OA_place: publisher
OA_type: hybrid
_id: '20051'
abstract:
- lang: eng
  text: "We revisit the majority problem in the population protocol communication
    model, as first studied by Angluin et al. (Distributed Computing 2008). We consider
    a more general version of this problem known as plurality consensus, which has
    already been studied intensively in the literature. In this problem, each node
    in a system of n nodes, has initially one of k different opinions, and they need
    to agree on the (relative) majority opinion. In particular, we consider the important
    and intensively studied model of Undecided State Dynamics.\r\nOur main contribution
    is an almost tight lower bound on the stabilization time: we prove that there
    exists an initial configuration, even with bias \\Delta = \\omega(\\sqrt{n\\log
    n}), where stabilization requires \\Omega(kn\\log \\frac {\\sqrt n} {k \\log n})
    interactions, or equivalently, \\Omega(k\\log \\frac {\\sqrt n} {k \\log n}) parallel
    time for any k = o\\left(\\frac {\\sqrt n}{\\log n}\\right). This bound is tight
    for any k \\le n^{\\frac 1 2 - \\epsilon}, where \\epsilon >0 can be any small
    constant, as Amir et al.~(PODC'23) gave a O(k\\log n) parallel time upper bound
    for k = O\\left(\\frac {\\sqrt n} {\\log ^2 n}\\right)."
acknowledgement: "This project has received funding from the European Research Council
  (ERC) under the European Union’s Horizon 2020 research and innovation programme
  (MoDynStruct, No. 101019564) and the Austrian Science Fund (FWF) grant DOI 10.55776/I5862,grant
  DOI 10.55776/I5982, and grant DOI 10.55776/P33775 with\r\nadditional funding from
  the netidee SCIENCE Stiftung, 2020–2024\r\nand the German Research Foundation (DFG),
  grant 470029389\r\n(FlexNets)."
article_processing_charge: Yes (via OA deal)
arxiv: 1
author:
- first_name: Antoine
  full_name: El-Hayek, Antoine
  id: 888a098e-fcac-11ee-aff7-d347be57b725
  last_name: El-Hayek
  orcid: 0000-0003-4268-7368
- first_name: Robert
  full_name: Elsässer, Robert
  last_name: Elsässer
- first_name: Stefan
  full_name: Schmid, Stefan
  last_name: Schmid
citation:
  ama: 'El-Hayek A, Elsässer R, Schmid S. An almost tight lower bound for plurality
    consensus with undecided state dynamics in the population protocol model. In:
    <i>Proceedings of the ACM Symposium on Principles of Distributed Computing</i>.
    Association for Computing Machinery; 2025. doi:<a href="https://doi.org/10.1145/3732772.3733505">10.1145/3732772.3733505</a>'
  apa: 'El-Hayek, A., Elsässer, R., &#38; Schmid, S. (2025). An almost tight lower
    bound for plurality consensus with undecided state dynamics in the population
    protocol model. In <i>Proceedings of the ACM Symposium on Principles of Distributed
    Computing</i>. Huatulco, Mexico: Association for Computing Machinery. <a href="https://doi.org/10.1145/3732772.3733505">https://doi.org/10.1145/3732772.3733505</a>'
  chicago: El-Hayek, Antoine, Robert Elsässer, and Stefan Schmid. “An Almost Tight
    Lower Bound for Plurality Consensus with Undecided State Dynamics in the Population
    Protocol Model.” In <i>Proceedings of the ACM Symposium on Principles of Distributed
    Computing</i>. Association for Computing Machinery, 2025. <a href="https://doi.org/10.1145/3732772.3733505">https://doi.org/10.1145/3732772.3733505</a>.
  ieee: A. El-Hayek, R. Elsässer, and S. Schmid, “An almost tight lower bound for
    plurality consensus with undecided state dynamics in the population protocol model,”
    in <i>Proceedings of the ACM Symposium on Principles of Distributed Computing</i>,
    Huatulco, Mexico, 2025.
  ista: 'El-Hayek A, Elsässer R, Schmid S. 2025. An almost tight lower bound for plurality
    consensus with undecided state dynamics in the population protocol model. Proceedings
    of the ACM Symposium on Principles of Distributed Computing. PODC: Symposium on
    Principles of Distributed Computing.'
  mla: El-Hayek, Antoine, et al. “An Almost Tight Lower Bound for Plurality Consensus
    with Undecided State Dynamics in the Population Protocol Model.” <i>Proceedings
    of the ACM Symposium on Principles of Distributed Computing</i>, Association for
    Computing Machinery, 2025, doi:<a href="https://doi.org/10.1145/3732772.3733505">10.1145/3732772.3733505</a>.
  short: A. El-Hayek, R. Elsässer, S. Schmid, in:, Proceedings of the ACM Symposium
    on Principles of Distributed Computing, Association for Computing Machinery, 2025.
conference:
  end_date: 2025-06-20
  location: Huatulco, Mexico
  name: 'PODC: Symposium on Principles of Distributed Computing'
  start_date: 2025-06-16
corr_author: '1'
date_created: 2025-07-21T08:16:15Z
date_published: 2025-06-13T00:00:00Z
date_updated: 2025-10-16T13:08:45Z
day: '13'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.1145/3732772.3733505
ec_funded: 1
external_id:
  arxiv:
  - '2505.02765'
  isi:
  - '001525534800066'
file:
- access_level: open_access
  checksum: 52976d226f3f691aa519d71c1c718fa5
  content_type: application/pdf
  creator: dernst
  date_created: 2025-08-04T09:10:55Z
  date_updated: 2025-08-04T09:10:55Z
  file_id: '20115'
  file_name: 2025_PODC_ElHayek.pdf
  file_size: 2200347
  relation: main_file
  success: 1
file_date_updated: 2025-08-04T09:10:55Z
has_accepted_license: '1'
isi: 1
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
project:
- _id: bd9ca328-d553-11ed-ba76-dc4f890cfe62
  call_identifier: H2020
  grant_number: '101019564'
  name: The design and evaluation of modern fully dynamic data structures
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
- _id: bd9e3a2e-d553-11ed-ba76-8aa684ce17fe
  grant_number: P33775
  name: Fast Algorithms for a Reactive Network Layer
publication: Proceedings of the ACM Symposium on Principles of Distributed Computing
publication_identifier:
  isbn:
  - ' 9798400718854'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
status: public
title: An almost tight lower bound for plurality consensus with undecided state dynamics
  in the population protocol model
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
