---
OA_place: publisher
OA_type: gold
_id: '22004'
abstract:
- lang: eng
  text: "Recent research on computing the diameter of geometric intersection graphs
    has made significant strides, primarily focusing on the 2D case [Duraj et al.,
    2024; Hsien-Chih Chang et al., 2024; Chan et al., 2025] where truly subquadratic-time
    algorithms were given for simple objects such as unit-disks and (axis-aligned)
    squares. However, in three or higher dimensions, there is no known truly subquadratic-time
    algorithm for any intersection graph of non-trivial objects, even basic ones such
    as unit balls or (axis-aligned) unit cubes. This was partially explained by the
    pioneering work of Bringmann et al. [Karl Bringmann et al., 2022] which gave several
    truly subquadratic lower bounds, notably for unit balls or unit cubes in 3D when
    the graph diameter Δ is at least Ω(log n), hinting at a pessimistic outlook for
    the complexity of the diameter problem in higher dimensions. In this paper, we
    substantially extend the landscape of diameter computation for objects in three
    and higher dimensions, giving a few positive results. Our highlighted findings
    include:  \r\n1) A truly subquadratic-time algorithm for deciding if the diameter
    of unit cubes in 3D is at most 3 (Diameter-3 hereafter), the first algorithm of
    its kind for objects in 3D or higher dimensions. Our algorithm is based on a novel
    connection to pseudolines, which is of independent interest. \r\n2) A truly subquadratic
    time lower bound for Diameter-3 of unit balls in 3D under the Orthogonal Vector
    (OV) hypothesis, giving the first separation between unit balls and unit cubes
    in the small diameter regime. Previously, computing the diameter for both objects
    was known to be quadratic hard when the diameter is Ω(log n) [Karl Bringmann et
    al., 2022]. \r\n3) A near-linear-time algorithm for Diameter-2 of unit cubes in
    3D, generalizing the previous result for unit squares in 2D [Karl Bringmann et
    al., 2022]. \r\n4) A truly subquadratic-time algorithm and lower bound for Diameter-2
    and Diameter-3 of rectangular boxes (of arbitrary dimension and sizes), respectively."
acknowledgement: "Timothy M. Chan: Supported by NSF grant CCF-2224271.\r\nHsien-Chih
  Chang: Supported by NSF CAREER award CCF-2443017.\r\nJie Gao: Supported by NSF DMS-2220271,
  DMS-2311064, IIS-2229876, CCF-2118953, CNS-2515159.\r\nSándor Kisfaludi-Bak: Supported
  by the Research Council of Finland, Grant 363444.\r\nHung Le: Supported by an NSF
  grant CCF-2517033 and an NSF CAREER Award CCF-2237288. Da Wei Zheng: This project
  has received funding from the Austrian Science Fund (FWF) grant\r\nDOI 10.55776/I5982.
  For open access purposes, the author has applied a CC BY public copyright license
  to any author-accepted manuscript version arising from this submission."
alternative_title:
- LIPIcs
article_number: 29:1-29:15
article_processing_charge: Yes
arxiv: 1
author:
- first_name: Timothy M.
  full_name: Chan, Timothy M.
  last_name: Chan
- first_name: Hsien Chih
  full_name: Chang, Hsien Chih
  last_name: Chang
- first_name: Jie
  full_name: Gao, Jie
  last_name: Gao
- first_name: Sándor
  full_name: Kisfaludi-Bak, Sándor
  last_name: Kisfaludi-Bak
- first_name: Hung
  full_name: Le, Hung
  last_name: Le
- first_name: Da Wei
  full_name: Zheng, Da Wei
  id: af77956b-e859-11ef-8dc9-d301b898e32f
  last_name: Zheng
citation:
  ama: 'Chan TM, Chang HC, Gao J, Kisfaludi-Bak S, Le H, Zheng DW. Charting the diameter
    computation landscape of intersection graphs in 3D and above. In: <i>42nd International
    Symposium on Computational Geometry</i>. Vol 367. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik; 2026. doi:<a href="https://doi.org/10.4230/LIPIcs.SoCG.2026.29">10.4230/LIPIcs.SoCG.2026.29</a>'
  apa: 'Chan, T. M., Chang, H. C., Gao, J., Kisfaludi-Bak, S., Le, H., &#38; Zheng,
    D. W. (2026). Charting the diameter computation landscape of intersection graphs
    in 3D and above. In <i>42nd International Symposium on Computational Geometry</i>
    (Vol. 367). New Brunswick, NJ, United States: Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik. <a href="https://doi.org/10.4230/LIPIcs.SoCG.2026.29">https://doi.org/10.4230/LIPIcs.SoCG.2026.29</a>'
  chicago: Chan, Timothy M., Hsien Chih Chang, Jie Gao, Sándor Kisfaludi-Bak, Hung
    Le, and Da Wei Zheng. “Charting the Diameter Computation Landscape of Intersection
    Graphs in 3D and Above.” In <i>42nd International Symposium on Computational Geometry</i>,
    Vol. 367. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2026. <a href="https://doi.org/10.4230/LIPIcs.SoCG.2026.29">https://doi.org/10.4230/LIPIcs.SoCG.2026.29</a>.
  ieee: T. M. Chan, H. C. Chang, J. Gao, S. Kisfaludi-Bak, H. Le, and D. W. Zheng,
    “Charting the diameter computation landscape of intersection graphs in 3D and
    above,” in <i>42nd International Symposium on Computational Geometry</i>, New
    Brunswick, NJ, United States, 2026, vol. 367.
  ista: 'Chan TM, Chang HC, Gao J, Kisfaludi-Bak S, Le H, Zheng DW. 2026. Charting
    the diameter computation landscape of intersection graphs in 3D and above. 42nd
    International Symposium on Computational Geometry. SoCG: Symposium on Computational
    Geometry, LIPIcs, vol. 367, 29:1-29:15.'
  mla: Chan, Timothy M., et al. “Charting the Diameter Computation Landscape of Intersection
    Graphs in 3D and Above.” <i>42nd International Symposium on Computational Geometry</i>,
    vol. 367, 29:1-29:15, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2026,
    doi:<a href="https://doi.org/10.4230/LIPIcs.SoCG.2026.29">10.4230/LIPIcs.SoCG.2026.29</a>.
  short: T.M. Chan, H.C. Chang, J. Gao, S. Kisfaludi-Bak, H. Le, D.W. Zheng, in:,
    42nd International Symposium on Computational Geometry, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2026.
conference:
  end_date: 2026-06-05
  location: New Brunswick, NJ, United States
  name: 'SoCG: Symposium on Computational Geometry'
  start_date: 2026-06-02
corr_author: '1'
das_tickbox: '0'
date_created: 2026-06-14T22:01:44Z
date_published: 2026-05-27T00:00:00Z
date_updated: 2026-06-22T08:37:44Z
day: '27'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.4230/LIPIcs.SoCG.2026.29
external_id:
  arxiv:
  - '2603.21790'
file:
- access_level: open_access
  checksum: ffff03934cc182757d6db82d88f896e6
  content_type: application/pdf
  creator: dernst
  date_created: 2026-06-22T08:34:11Z
  date_updated: 2026-06-22T08:34:11Z
  file_id: '22114'
  file_name: 2026_LIPIcSSoCG_Chan.pdf
  file_size: 918197
  relation: main_file
  success: 1
file_date_updated: 2026-06-22T08:34:11Z
fulldoi: https://doi.org/10.4230/LIPIcs.SoCG.2026.29
has_accepted_license: '1'
intvolume: '       367'
keyword:
- Graph Diameter
- Geometric Intersection Graphs
- Unit Ball Graphs
language:
- iso: eng
month: '05'
oa: 1
oa_version: Published Version
project:
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
publication: 42nd International Symposium on Computational Geometry
publication_identifier:
  eissn:
  - 1868-8969
  isbn:
  - '9783959774185'
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: Charting the diameter computation landscape of intersection graphs in 3D and
  above
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
volume: 367
year: '2026'
...
---
OA_place: repository
OA_type: green
_id: '21719'
abstract:
- lang: eng
  text: "We develop a new algorithmic framework for designing approximation algorithms
    for cut-based optimization problems on capacitated undirected graphs that undergo
    edge insertions and deletions. Specifically, our framework dynamically maintains
    a variant of the hierarchical \U0001D457-tree decomposition of [Madry FOCS’10],
    achieving a poly-logarithmic approximation factor to the graph’s cut structure
    and supporting edge updates in \U0001D442⁡(\U0001D45B\U0001D700) amortized update
    time, for any arbitrarily small constant \U0001D700 ∈(0,1).\r\nConsequently, we
    obtain new trade-offs between approximation and update/query time for fundamental
    cut-based optimization problems in the fully dynamic setting, including all-pairs
    minimum cuts, sparsest cut, multi-way cut, and multi-cut. For the last three problems,
    these trade-offs give the first fully-dynamic algorithms achieving poly-logarithmic
    approximation in sub-linear time per operation.\r\nThe main technical ingredient
    behind our dynamic hierarchy is a dynamic cut-sparsifier algorithm that can handle
    vertex splits with low recourse. This is achieved by white-boxing the dynamic
    cut sparsifier construction of [Abraham et al. FOCS’16], based on forest packing,
    together with new structural insights about the maintenance of these forests under
    vertex splits. Given the versatility of cut sparsification in both the static
    and dynamic graph algorithms literature, we believe this construction may be of
    independent interest."
acknowledgement: "Monika Henzinger: Funded by the European union. Views and opinions
  expressed\r\nare however those of the author(s) only and do not necessarily reflect
  those of the European Union or the European Research Council Executive Agency. Neither
  the European Union nor the granting authority can be held responsible for them.
  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/I5982. For
  open access purposes, the author has applied a CC BY public copyright license to
  any author accepted manuscript version arising from this submission.\r\nPeter Kiss:
  This research was funded in whole or in part by the Austrian Science Fund (FWF)\r\n10.55776/ESP6088024."
article_processing_charge: No
arxiv: 1
author:
- first_name: Gramoz
  full_name: Goranci, Gramoz
  last_name: Goranci
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Peter
  full_name: Kiss, Peter
  last_name: Kiss
- first_name: Ali
  full_name: Momeni, Ali
  last_name: Momeni
- first_name: Gernot
  full_name: Zöcklein, Gernot
  id: 45d5e826-47af-11f1-84e5-ba87c23fe681
  last_name: Zöcklein
citation:
  ama: 'Goranci G, Henzinger M, Kiss P, Momeni A, Zöcklein G. Dynamic hierarchical
    j-tree decomposition and its applications. In: <i>Proceedings of the 2026 Annual
    ACM SIAM Symposium on Discrete Algorithms</i>. Vol 2026-January. Society for Industrial
    and Applied Mathematics; 2026:1128-1180. doi:<a href="https://doi.org/10.1137/1.9781611978971.45">10.1137/1.9781611978971.45</a>'
  apa: Goranci, G., Henzinger, M., Kiss, P., Momeni, A., &#38; Zöcklein, G. (2026).
    Dynamic hierarchical j-tree decomposition and its applications. In <i>Proceedings
    of the 2026 Annual ACM SIAM Symposium on Discrete Algorithms</i> (Vol. 2026–January,
    pp. 1128–1180). Society for Industrial and Applied Mathematics. <a href="https://doi.org/10.1137/1.9781611978971.45">https://doi.org/10.1137/1.9781611978971.45</a>
  chicago: Goranci, Gramoz, Monika Henzinger, Peter Kiss, Ali Momeni, and Gernot Zöcklein.
    “Dynamic Hierarchical J-Tree Decomposition and Its Applications.” In <i>Proceedings
    of the 2026 Annual ACM SIAM Symposium on Discrete Algorithms</i>, 2026–January:1128–80.
    Society for Industrial and Applied Mathematics, 2026. <a href="https://doi.org/10.1137/1.9781611978971.45">https://doi.org/10.1137/1.9781611978971.45</a>.
  ieee: G. Goranci, M. Henzinger, P. Kiss, A. Momeni, and G. Zöcklein, “Dynamic hierarchical
    j-tree decomposition and its applications,” in <i>Proceedings of the 2026 Annual
    ACM SIAM Symposium on Discrete Algorithms</i>, 2026, vol. 2026–January, pp. 1128–1180.
  ista: 'Goranci G, Henzinger M, Kiss P, Momeni A, Zöcklein G. 2026. Dynamic hierarchical
    j-tree decomposition and its applications. Proceedings of the 2026 Annual ACM
    SIAM Symposium on Discrete Algorithms. SODA: Symposium on Discrete Algorithms
    vol. 2026–January, 1128–1180.'
  mla: Goranci, Gramoz, et al. “Dynamic Hierarchical J-Tree Decomposition and Its
    Applications.” <i>Proceedings of the 2026 Annual ACM SIAM Symposium on Discrete
    Algorithms</i>, vol. 2026–January, Society for Industrial and Applied Mathematics,
    2026, pp. 1128–80, doi:<a href="https://doi.org/10.1137/1.9781611978971.45">10.1137/1.9781611978971.45</a>.
  short: G. Goranci, M. Henzinger, P. Kiss, A. Momeni, G. Zöcklein, in:, Proceedings
    of the 2026 Annual ACM SIAM Symposium on Discrete Algorithms, Society for Industrial
    and Applied Mathematics, 2026, pp. 1128–1180.
conference:
  name: 'SODA: Symposium on Discrete Algorithms'
date_created: 2026-04-12T22:01:51Z
date_published: 2026-01-07T00:00:00Z
date_updated: 2026-05-04T11:54:09Z
day: '07'
department:
- _id: MoHe
doi: 10.1137/1.9781611978971.45
ec_funded: 1
external_id:
  arxiv:
  - '2601.09139'
fulldoi: https://doi.org/10.1137/1.9781611978971.45
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2601.09139
month: '01'
oa: 1
oa_version: Preprint
page: 1128-1180
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
publication: Proceedings of the 2026 Annual ACM SIAM Symposium on Discrete Algorithms
publication_identifier:
  eissn:
  - '15579468'
  isbn:
  - '9781611978971'
  issn:
  - '10719040'
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Dynamic hierarchical j-tree decomposition and its applications
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 2026-January
year: '2026'
...
---
OA_place: publisher
OA_type: gold
PlanS_conform: '1'
_id: '22318'
abstract:
- lang: eng
  text: "Many intended uses of differential privacy involve a continual mechanism
    that is set up to run continuously\r\nover a long period of time, making more
    statistical releases as either queries come in or the dataset is updated.\r\nIn
    this paper, we give the first general treatment of privacy against adaptive adversaries
    for mechanisms that\r\nsupport dataset updates and a variety of queries, all arbitrarily
    interleaved. It also models a very general notion\r\nof neighboring, that includes
    both event-level and user-level privacy. We prove several concurrent composition\r\ntheorems
    for continual mechanisms, which ensure privacy even when an adversary can interleave
    its queries\r\nand dataset updates to the different composed mechanisms. Previous
    concurrent composition theorems for\r\ndifferential privacy were only for the
    case when the dataset is static, with no adaptive updates. We also give\r\nthe
    first interactive and continual generalizations of the “parallel composition theorem”
    for noninteractive\r\ndifferential privacy. Specifically, we show that the analogue
    of the noninteractive parallel composition theorem\r\nholds if either there are
    no adaptive dataset updates or each of the composed mechanisms satisfies pure\r\ndifferential
    privacy, but it fails to hold for composing approximately differentially private
    mechanisms with\r\ndataset updates. Thus, we prove a tight new composition theorem
    for this case. In addition, we prove concurrent\r\nfilter compositions theorems
    for the scenarios in which the privacy parameters are adaptively chosen. We\r\nextend
    these results to other measures of differential privacy, including Rényi DP and
    \U0001D453 -DP.\r\nWe then formalize a set of general conditions on a continual
    mechanism M that runs multiple continual submechanisms such that the privacy guarantees
    of M follow directly using the above concurrent composition\r\ntheorems on the
    sub-mechanisms, without further privacy loss. This enables us to give a simpler
    and modular\r\nprivacy analysis of a recent continual histogram mechanism of Henzinger,
    Sricharan, and Steiner. In the\r\ncase of approximate DP, ours is the first proof
    that shows that its privacy holds against adaptive adversaries.\r\nWe also provide
    a framework that simplifies the analysis of local differential privacy when the
    protocol\r\nincludes multi-round server-user interactions. Using this result,
    we simplify the privacy analysis of the core\r\ndecomposition protocol of Dhulipala,
    Henzinger, Li, Liu, Sricharan, and Zhu [5]."
acknowledgement: "1Salil Vadhan was supported by NSF grant BCS-2218803, a grant from
  the Sloan Foundation, and\r\na Simons Investigator Award. Work began while a Visiting
  Researcher at the Bocconi University\r\nDepartment of Computing Sciences, supported
  by Luca Trevisan’s ERC Project GA-834861.\r\n2Monika Henzinger and Roodabeh Safavi
  were supported by the European Research Council (ERC)\r\nunder the European Union’s
  Horizon 2020 research and innovation programme (Grant agreement\r\nNo. 101019564),
  and the Austrian Science Fund (FWF) under grants DOI 10.55776/Z422, DOI\r\n10.55776/I5982,
  and DOI 10.55776/P33775. For open access purposes, the author has applied a CC BY\r\npublic
  copyright license to any author-accepted manuscript version arising from this submission.\r\nViews
  and opinions expressed are however those of the author(s)\r\nonly and do not necessarily
  reflect those of the European Union\r\nor the European Research Council Executive
  Agency. Neither the\r\nEuropean Union nor the granting authority can be held responsible
  for them."
article_processing_charge: Yes
article_type: original
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Roodabeh
  full_name: Safavi Hemami, Roodabeh
  id: 72ed2640-8972-11ed-ae7b-f9c81ec75154
  last_name: Safavi Hemami
- first_name: Salil
  full_name: Vadhan, Salil
  last_name: Vadhan
citation:
  ama: Henzinger M, Safavi Hemami R, Vadhan S. Concurrent composition for differentially
    private continual mechanisms. <i>Proceedings of the ACM on Management of Data</i>.
    2026;4(2):1-26. doi:<a href="https://doi.org/10.1145/3801895">10.1145/3801895</a>
  apa: Henzinger, M., Safavi Hemami, R., &#38; Vadhan, S. (2026). Concurrent composition
    for differentially private continual mechanisms. <i>Proceedings of the ACM on
    Management of Data</i>. Association for Computing Machinery. <a href="https://doi.org/10.1145/3801895">https://doi.org/10.1145/3801895</a>
  chicago: Henzinger, Monika, Roodabeh Safavi Hemami, and Salil Vadhan. “Concurrent
    Composition for Differentially Private Continual Mechanisms.” <i>Proceedings of
    the ACM on Management of Data</i>. Association for Computing Machinery, 2026.
    <a href="https://doi.org/10.1145/3801895">https://doi.org/10.1145/3801895</a>.
  ieee: M. Henzinger, R. Safavi Hemami, and S. Vadhan, “Concurrent composition for
    differentially private continual mechanisms,” <i>Proceedings of the ACM on Management
    of Data</i>, vol. 4, no. 2. Association for Computing Machinery, pp. 1–26, 2026.
  ista: Henzinger M, Safavi Hemami R, Vadhan S. 2026. Concurrent composition for differentially
    private continual mechanisms. Proceedings of the ACM on Management of Data. 4(2),
    1–26.
  mla: Henzinger, Monika, et al. “Concurrent Composition for Differentially Private
    Continual Mechanisms.” <i>Proceedings of the ACM on Management of Data</i>, vol.
    4, no. 2, Association for Computing Machinery, 2026, pp. 1–26, doi:<a href="https://doi.org/10.1145/3801895">10.1145/3801895</a>.
  short: M. Henzinger, R. Safavi Hemami, S. Vadhan, Proceedings of the ACM on Management
    of Data 4 (2026) 1–26.
corr_author: '1'
das_tickbox: '0'
date_created: 2026-07-13T14:59:14Z
date_published: 2026-06-01T00:00:00Z
date_updated: 2026-07-16T09:14:49Z
day: '01'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.1145/3801895
ec_funded: 1
external_id:
  arxiv:
  - '2411.03299'
file:
- access_level: open_access
  checksum: c6c5e256d02b90682c0690c3bee94040
  content_type: application/pdf
  creator: dernst
  date_created: 2026-07-16T09:09:53Z
  date_updated: 2026-07-16T09:09:53Z
  file_id: '22345'
  file_name: 2026_ACMMgmtData_Henzinger.pdf
  file_size: 655405
  relation: main_file
  success: 1
file_date_updated: 2026-07-16T09:09:53Z
fulldoi: https://doi.org/10.1145/3801895
has_accepted_license: '1'
intvolume: '         4'
issue: '2'
keyword:
- differential privacy
- concurrent composition
- continual release
- continual observation
- data streaming
- continual mechanisms
- concurrent parallel composition
- concurrent filter composition
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: 1-26
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
- _id: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
publication: Proceedings of the ACM on Management of Data
publication_identifier:
  issn:
  - 2836-6573
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: no
title: Concurrent composition for differentially private continual mechanisms
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: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 4
year: '2026'
...
---
OA_place: publisher
OA_type: gold
_id: '22327'
abstract:
- lang: eng
  text: "Population protocols are a model of distributed computing where\r\n\U0001D45B
    agents, each a simple finite-state machine, interact in pairs to\r\nsolve a common
    task against a (adversarial) interaction scheduler.\r\nThis model was intensively
    studied in recent years; in particular,\r\nthe problem of relative majority received
    much attention: Each\r\nagent starts with an input opinion (or color) out of \U0001D458
    possibilities,\r\nand the goal is for each agent to eventually output the color
    with\r\nthe largest support in the population. Before our work, the state\r\ncomplexity
    (the minimum number of states required per agent) was\r\nonly known to be between
    Ω(\U0001D458\r\n2\r\n) and\U0001D442(\U0001D458\r\n7\r\n). Our main contribution\r\nis
    a population protocol that solves the relative majority problem\r\nwith \U0001D458\r\n3\r\nstates.
    We achieve this result with a new protocol called\r\nCircles. While prior approaches
    in the literature relied on duels of\r\nagents to find the majority color — an
    approach that proved effective\r\nfor the case with two colors — Circles partitions
    the agents into\r\ncircular linked lists of decreasing sizes, with the property
    that no\r\ntwo agents with the same initial color lie in the same circle. We\r\nshow
    that Circles always correctly computes the desired structure\r\nagainst the most
    adversarial of schedulers (weakly fair). We then\r\nshow that a trivial extension
    of Circles solves the relative majority\r\nproblem. We extend our protocol to
    handle various tie-breaking\r\nmechanisms or to support the case where the agents
    do not share a\r\nprior ordering of the colors. Finally, we show that a modification
    of\r\nCircles solves the ranking problem with 2 · \U0001D458^4\r\nstates, where
    each\r\nagent must output the rank of its initial color in the population."
acknowledgement: "Funded by the European union. Views and opinions expressed are\r\nhowever
  those of the author(s) only and do not necessarily reflect\r\nthose of the European
  Union or the European Research Council\r\nExecutive Agency. Neither the European
  Union nor the granting authority can be held responsible for them. This project
  has received\r\nfunding from the European Research Council (ERC) under the European
  Union’s Horizon 2020 research and innovation programme\r\n(MoDynStruct, No. 101019564)
  and the Austrian Science\r\nFund (FWF) grant DOI 10.55776/I5982. For open access
  purposes,\r\nthe author has applied a CC BY public copyright license to any\r\nauthor-accepted
  manuscript version arising from this submission."
article_processing_charge: Yes
arxiv: 1
author:
- first_name: Tom-Lukas
  full_name: Breitkopf, Tom-Lukas
  last_name: Breitkopf
- first_name: Julien
  full_name: Dallot, Julien
  last_name: Dallot
- 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: Stefan
  full_name: Schmid, Stefan
  last_name: Schmid
citation:
  ama: 'Breitkopf T-L, Dallot J, El-Hayek A, Schmid S. Ranking opinions with few states
    in population protocols. In: <i>Proceedings of the ACM Symposium on Principles
    of Distributed Computing</i>. Association for Computing Machinery; 2026:414-424.
    doi:<a href="https://doi.org/10.1145/3796701.3815913">10.1145/3796701.3815913</a>'
  apa: 'Breitkopf, T.-L., Dallot, J., El-Hayek, A., &#38; Schmid, S. (2026). Ranking
    opinions with few states in population protocols. In <i>Proceedings of the ACM
    Symposium on Principles of Distributed Computing</i> (pp. 414–424). Egham, United
    Kingdom: Association for Computing Machinery. <a href="https://doi.org/10.1145/3796701.3815913">https://doi.org/10.1145/3796701.3815913</a>'
  chicago: Breitkopf, Tom-Lukas, Julien Dallot, Antoine El-Hayek, and Stefan Schmid.
    “Ranking Opinions with Few States in Population Protocols.” In <i>Proceedings
    of the ACM Symposium on Principles of Distributed Computing</i>, 414–24. Association
    for Computing Machinery, 2026. <a href="https://doi.org/10.1145/3796701.3815913">https://doi.org/10.1145/3796701.3815913</a>.
  ieee: T.-L. Breitkopf, J. Dallot, A. El-Hayek, and S. Schmid, “Ranking opinions
    with few states in population protocols,” in <i>Proceedings of the ACM Symposium
    on Principles of Distributed Computing</i>, Egham, United Kingdom, 2026, pp. 414–424.
  ista: 'Breitkopf T-L, Dallot J, El-Hayek A, Schmid S. 2026. Ranking opinions with
    few states in population protocols. Proceedings of the ACM Symposium on Principles
    of Distributed Computing. PODC: Symposium on Principles of Distributed Computing,
    414–424.'
  mla: Breitkopf, Tom-Lukas, et al. “Ranking Opinions with Few States in Population
    Protocols.” <i>Proceedings of the ACM Symposium on Principles of Distributed Computing</i>,
    Association for Computing Machinery, 2026, pp. 414–24, doi:<a href="https://doi.org/10.1145/3796701.3815913">10.1145/3796701.3815913</a>.
  short: T.-L. Breitkopf, J. Dallot, A. El-Hayek, S. Schmid, in:, Proceedings of the
    ACM Symposium on Principles of Distributed Computing, Association for Computing
    Machinery, 2026, pp. 414–424.
conference:
  end_date: 2026-07-10
  location: Egham, United Kingdom
  name: 'PODC: Symposium on Principles of Distributed Computing'
  start_date: 2026-07-06
corr_author: '1'
das_tickbox: '0'
date_created: 2026-07-14T05:40:17Z
date_published: 2026-07-01T00:00:00Z
date_updated: 2026-07-22T07:49:22Z
day: '01'
ddc:
- '000'
department:
- _id: MoHe
- _id: GradSch
doi: 10.1145/3796701.3815913
ec_funded: 1
external_id:
  arxiv:
  - '2605.18707'
file:
- access_level: open_access
  checksum: e56da70c1b2e7e663d2d8106cf07a30a
  content_type: application/pdf
  creator: dernst
  date_created: 2026-07-16T11:18:44Z
  date_updated: 2026-07-16T11:18:44Z
  file_id: '22353'
  file_name: 2026_ACMPODC_Breitkopf.pdf
  file_size: 702140
  relation: main_file
  success: 1
file_date_updated: 2026-07-16T11:18:44Z
fulldoi: https://doi.org/10.1145/3796701.3815913
has_accepted_license: '1'
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: 414 - 424
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
publication: Proceedings of the ACM Symposium on Principles of Distributed Computing
publication_identifier:
  isbn:
  - '9798400725128'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: no
title: Ranking opinions with few states in population protocols
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: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2026'
...
---
OA_place: repository
OA_type: green
_id: '21720'
abstract:
- lang: eng
  text: "We present an exact fully-dynamic minimum cut algorithm that runs in \U0001D45B\U0001D45C⁡(1)
    deterministic update time when the minimum cut size is at most 2Θ⁡(log3/4−\U0001D450⁡\U0001D45B)
    for any \U0001D450 >0, improving on the previous algorithm of Jin, Sun, and Thorup
    (SODA 2024) whose minimum cut size limit is (log⁡\U0001D45B)\U0001D45C⁡(1). Combined
    with graph sparsification, we obtain the first (1 +\U0001D716)-approximate fully-dynamic
    minimum cut algorithm on weighted graphs, for any \U0001D716 ≥2−Θ⁡(log3/4−\U0001D450⁡\U0001D45B),
    in \U0001D45B\U0001D45C⁡(1) randomized update time.\r\nOur main technical contribution
    is a deterministic local minimum cut algorithm, which replaces the randomized
    LocalKCut procedure from El-Hayek, Henzinger, and Li (SODA 2025)."
acknowledgement: Funded by the European union. Views and opinions expressed are however
  those of the author(s) only and do not necessarily reflect those of the European
  Union or the European Research Council Executive Agency. Neither the European Union
  nor the granting authority can be held responsible for them. 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/I5982. For open access purposes, the author
  has applied a CC BY public copyright license to any author-accepted manuscript version
  arising from this submission.
article_processing_charge: No
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: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Jason
  full_name: Li, Jason
  last_name: Li
citation:
  ama: 'El-Hayek A, Henzinger M, Li J. Deterministic and exact fully-dynamic minimum
    cut of superpolylogarithmic size in subpolynomial time. In: <i>Proceedings of
    the Annual ACM SIAM Symposium on Discrete Algorithms</i>. Vol 2026. Society for
    Industrial and Applied Mathematics; 2026:613-663. doi:<a href="https://doi.org/10.1137/1.9781611978971.25">10.1137/1.9781611978971.25</a>'
  apa: 'El-Hayek, A., Henzinger, M., &#38; Li, J. (2026). Deterministic and exact
    fully-dynamic minimum cut of superpolylogarithmic size in subpolynomial time.
    In <i>Proceedings of the Annual ACM SIAM Symposium on Discrete Algorithms</i>
    (Vol. 2026, pp. 613–663). Vancouver, Canada: Society for Industrial and Applied
    Mathematics. <a href="https://doi.org/10.1137/1.9781611978971.25">https://doi.org/10.1137/1.9781611978971.25</a>'
  chicago: El-Hayek, Antoine, Monika Henzinger, and Jason Li. “Deterministic and Exact
    Fully-Dynamic Minimum Cut of Superpolylogarithmic Size in Subpolynomial Time.”
    In <i>Proceedings of the Annual ACM SIAM Symposium on Discrete Algorithms</i>,
    2026:613–63. Society for Industrial and Applied Mathematics, 2026. <a href="https://doi.org/10.1137/1.9781611978971.25">https://doi.org/10.1137/1.9781611978971.25</a>.
  ieee: A. El-Hayek, M. Henzinger, and J. Li, “Deterministic and exact fully-dynamic
    minimum cut of superpolylogarithmic size in subpolynomial time,” in <i>Proceedings
    of the Annual ACM SIAM Symposium on Discrete Algorithms</i>, Vancouver, Canada,
    2026, vol. 2026, pp. 613–663.
  ista: 'El-Hayek A, Henzinger M, Li J. 2026. Deterministic and exact fully-dynamic
    minimum cut of superpolylogarithmic size in subpolynomial time. Proceedings of
    the Annual ACM SIAM Symposium on Discrete Algorithms. SODA: Symposium on Discrete
    Algorithms vol. 2026, 613–663.'
  mla: El-Hayek, Antoine, et al. “Deterministic and Exact Fully-Dynamic Minimum Cut
    of Superpolylogarithmic Size in Subpolynomial Time.” <i>Proceedings of the Annual
    ACM SIAM Symposium on Discrete Algorithms</i>, vol. 2026, Society for Industrial
    and Applied Mathematics, 2026, pp. 613–63, doi:<a href="https://doi.org/10.1137/1.9781611978971.25">10.1137/1.9781611978971.25</a>.
  short: A. El-Hayek, M. Henzinger, J. Li, in:, Proceedings of the Annual ACM SIAM
    Symposium on Discrete Algorithms, Society for Industrial and Applied Mathematics,
    2026, pp. 613–663.
conference:
  end_date: 2026-01-14
  location: Vancouver, Canada
  name: 'SODA: Symposium on Discrete Algorithms'
  start_date: 2026-01-11
date_created: 2026-04-12T22:01:51Z
date_published: 2026-01-07T00:00:00Z
date_updated: 2026-07-24T12:48:29Z
day: '07'
department:
- _id: MoHe
- _id: GradSch
doi: 10.1137/1.9781611978971.25
ec_funded: 1
external_id:
  arxiv:
  - '2512.13105'
fulldoi: https://doi.org/10.1137/1.9781611978971.25
intvolume: '      2026'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2512.13105
month: '01'
oa: 1
oa_version: Preprint
page: 613-663
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
publication: Proceedings of the Annual ACM SIAM Symposium on Discrete Algorithms
publication_identifier:
  eisbn:
  - '9781611978971'
  eissn:
  - 1557-9468
  issn:
  - 1071-9040
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
related_material:
  record:
  - id: '22281'
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    status: public
scopus_import: '1'
status: public
title: Deterministic and exact fully-dynamic minimum cut of superpolylogarithmic size
  in subpolynomial time
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 2026
year: '2026'
...
---
OA_place: publisher
OA_type: gold
_id: '22405'
abstract:
- lang: eng
  text: "Computing the diameter of the intersection graphs of objects is a basic problem
    in computational geometry. Previous works showed that the complexity of computing
    the diameter mainly depends on the object types: for unit disks and squares in
    2D, the problem is solvable in truly subquadratic time [Chan et al., 2025], while
    for other objects, including unit segments and equilateral triangles in 2D or
    unit balls and axis-parallel unit cubes in 3D, there is no truly subquadratic
    time algorithm under the Orthogonal Vector (OV) hypothesis [Bringmann et al.,
    2022]. \r\nWe undertake a comprehensive study of computing the diameter of geometric
    intersection graphs for various types of objects. We discover many new irregularities,
    showing that the landscape is extremely nuanced: the source of hardness is a combination
    of the object type, the true diameter value, and how the objects intersect with
    each other. Our highlighted results for the 2D case include:  \r\n1) The diameter
    of non-degenerate, axis-aligned line segments can be computed in truly subquadratic
    time. Previous hardness result [Bringmann et al., 2022] for line segments applies
    only to degenerate instances. On the other hand, for the degenerate case, we show
    that a truly subquadratic time algorithm exists when the true diameter is constant.
    \r\n2) An almost-linear-time algorithm for unit-square graphs of constant diameter.
    Previous algorithms [Duraj et al., 2024; Chan et al., 2025] rely on succinct representation
    assuming bounded VC-dimension; for such a strategy Ω(n^{7/4}) time is an inherent
    barrier. \r\n3) An Õ(n^{4/3})-time algorithm to decide if the diameter of a unit-disk
    graph is at most 2. This improves upon the recent algorithm with running time
    Õ(n^{2-1/9}) [Chan et al., 2025]. \r\n4) Deciding if the diameter of intersection
    graphs of fat triangles or line segments is at most 2 is truly subquadratic-hard
    under fine-grained complexity assumptions. Previous lower bounds [Bringmann et
    al., 2022] only hold when deciding if diameter is at most 3.  Our findings are
    presented in a pair of papers. This paper focuses solely on the 2D case, while
    the companion paper is devoted to higher-dimensional cases."
acknowledgement: "Timothy M. Chan: Supported by NSF grant CCF-2224271.\r\nHsien-Chih
  Chang: Supported by NSF CAREER award CCF-2443017.\r\nJie Gao: Supported by NSF DMS-2220271,
  DMS-2311064, IIS-2229876, CCF-2118953, CNS-2515159.\r\nSándor Kisfaludi-Bak: Supported
  by the Research Council of Finland, Grant 363444.\r\nHung Le: Supported by an NSF
  grant CCF-2517033 and an NSF CAREER Award CCF-2237288.\r\nDa Wei Zheng: This project
  has received funding from the Austrian Science Fund (FWF) grant\r\nDOI 10.55776/I5982.
  For open access purposes, the author has applied a CC BY public copyright\r\nlicense
  to any author-accepted manuscript version arising from this submission.\r\n"
article_number: 54:1-54:22
article_processing_charge: No
arxiv: 1
author:
- first_name: Timothy M.
  full_name: Chan, Timothy M.
  last_name: Chan
  orcid: 0000-0002-8093-0675
- first_name: Hsien-Chih
  full_name: Chang, Hsien-Chih
  last_name: Chang
  orcid: 0000-0001-6714-7988
- first_name: Jie
  full_name: Gao, Jie
  last_name: Gao
  orcid: 0000-0001-5083-6082
- first_name: Sándor
  full_name: Kisfaludi-Bak, Sándor
  last_name: Kisfaludi-Bak
  orcid: 0000-0002-6856-2902
- first_name: Hung
  full_name: Le, Hung
  last_name: Le
  orcid: 0000-0001-8223-9944
- first_name: Da Wei
  full_name: Zheng, Da Wei
  id: af77956b-e859-11ef-8dc9-d301b898e32f
  last_name: Zheng
citation:
  ama: 'Chan TM, Chang H-C, Gao J, Kisfaludi-Bak S, Le H, Zheng DW. Charting the landscape
    of diameter computation on geometric intersection graphs in the plane. In: <i>53rd
    International Colloquium on Automata, Languages, and Programming</i>. Vol 374.
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2026. doi:<a href="https://doi.org/10.4230/LIPICS.ICALP.2026.54">10.4230/LIPICS.ICALP.2026.54</a>'
  apa: 'Chan, T. M., Chang, H.-C., Gao, J., Kisfaludi-Bak, S., Le, H., &#38; Zheng,
    D. W. (2026). Charting the landscape of diameter computation on geometric intersection
    graphs in the plane. In <i>53rd International Colloquium on Automata, Languages,
    and Programming</i> (Vol. 374). Egham, United Kingdom: Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik. <a href="https://doi.org/10.4230/LIPICS.ICALP.2026.54">https://doi.org/10.4230/LIPICS.ICALP.2026.54</a>'
  chicago: Chan, Timothy M., Hsien-Chih Chang, Jie Gao, Sándor Kisfaludi-Bak, Hung
    Le, and Da Wei Zheng. “Charting the Landscape of Diameter Computation on Geometric
    Intersection Graphs in the Plane.” In <i>53rd International Colloquium on Automata,
    Languages, and Programming</i>, Vol. 374. Schloss Dagstuhl - Leibniz-Zentrum für
    Informatik, 2026. <a href="https://doi.org/10.4230/LIPICS.ICALP.2026.54">https://doi.org/10.4230/LIPICS.ICALP.2026.54</a>.
  ieee: T. M. Chan, H.-C. Chang, J. Gao, S. Kisfaludi-Bak, H. Le, and D. W. Zheng,
    “Charting the landscape of diameter computation on geometric intersection graphs
    in the plane,” in <i>53rd International Colloquium on Automata, Languages, and
    Programming</i>, Egham, United Kingdom, 2026, vol. 374.
  ista: 'Chan TM, Chang H-C, Gao J, Kisfaludi-Bak S, Le H, Zheng DW. 2026. Charting
    the landscape of diameter computation on geometric intersection graphs in the
    plane. 53rd International Colloquium on Automata, Languages, and Programming.
    ICALP: Automata, Languages and Programming vol. 374, 54:1-54:22.'
  mla: Chan, Timothy M., et al. “Charting the Landscape of Diameter Computation on
    Geometric Intersection Graphs in the Plane.” <i>53rd International Colloquium
    on Automata, Languages, and Programming</i>, vol. 374, 54:1-54:22, Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik, 2026, doi:<a href="https://doi.org/10.4230/LIPICS.ICALP.2026.54">10.4230/LIPICS.ICALP.2026.54</a>.
  short: T.M. Chan, H.-C. Chang, J. Gao, S. Kisfaludi-Bak, H. Le, D.W. Zheng, in:,
    53rd International Colloquium on Automata, Languages, and Programming, Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2026.
conference:
  end_date: 2026-07-10
  location: Egham, United Kingdom
  name: 'ICALP: Automata, Languages and Programming'
  start_date: 2026-07-07
corr_author: '1'
das_tickbox: '0'
date_created: 2026-07-27T05:53:08Z
date_published: 2026-07-01T00:00:00Z
date_updated: 2026-08-12T09:03:26Z
day: '01'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.4230/LIPICS.ICALP.2026.54
external_id:
  arxiv:
  - '2605.10692'
file:
- access_level: open_access
  checksum: 1e66eba4cfe4e74ab28108b1ca0bb956
  content_type: application/pdf
  creator: dernst
  date_created: 2026-07-27T06:20:41Z
  date_updated: 2026-07-27T06:20:41Z
  file_id: '22407'
  file_name: 2026_LIPIcSICALP_Chan.pdf
  file_size: 1440497
  relation: main_file
  success: 1
file_date_updated: 2026-07-27T06:20:41Z
fulldoi: https://doi.org/10.4230/LIPICS.ICALP.2026.54
has_accepted_license: '1'
intvolume: '       374'
keyword:
- String graphs
- Fine-grained complexity
- Theory of computation → Computational geometry
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
project:
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
publication: 53rd International Colloquium on Automata, Languages, and Programming
publication_identifier:
  eissn:
  - 1868-8969
  - '9783959774284'
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: no
title: Charting the landscape of diameter computation on geometric intersection graphs
  in the plane
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
volume: 374
year: '2026'
...
---
OA_place: publisher
OA_type: gold
PlanS_conform: '1'
_id: '22716'
abstract:
- lang: eng
  text: We give an algorithm that, with high probability, maintains a (1-ε)-approximate
    s-t maximum flow in undirected, uncapacitated n-vertex graphs undergoing m edge
    insertions in Õ(m+ n F^*/ε) total update time, where F^{*} is the maximum flow
    on the final graph. This is the first algorithm to achieve polylogarithmic amortized
    update time for dense graphs (m = Ω(n²)), and more generally, for graphs where
    F^* = Õ(m/n). At the heart of our incremental algorithm is the residual graph
    sparsification technique of Karger and Levine [SICOMP '15], originally designed
    for computing exact maximum flows in the static setting. Our main contributions
    are (i) showing how to maintain such sparsifiers for approximate maximum flows
    in the incremental setting and (ii) generalizing the cut sparsification framework
    of Fung et al. [SICOMP '19] from undirected graphs to balanced directed graphs.
acknowledgement: "M. Henzinger: This project has received funding from the European
  Research Council (ERC) under the European Union’s\r\nHorizon 2020 research and innovation
  programme (MoDynStruct, No. 101019564)   and the Austrian Science Fund\r\n(FWF)
  grant DOI 10.55776/Z422, grant DOI 10.55776/I5982, and grant DOI 10.55776/P33775
  with additional funding from the\r\nnetidee SCIENCE Stiftung, 2020–2024. Views and
  opinions expressed are those of the author(s) only and do not necessarily\r\nreflect
  those of the European Union or the European Research Council Executive Agency. Neither
  the European Union nor\r\nthe granting authority can be held responsible for them"
article_number: '31'
article_processing_charge: Yes
article_type: original
arxiv: 1
author:
- first_name: Gramoz
  full_name: Goranci, Gramoz
  last_name: Goranci
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Harald
  full_name: Räcke, Harald
  last_name: Räcke
- first_name: A. R.
  full_name: Sricharan, A. R.
  last_name: Sricharan
citation:
  ama: Goranci G, Henzinger M, Räcke H, Sricharan AR. Incremental approximate maximum
    flow via residual graph sparsification. <i>ACM Transactions on Algorithms</i>.
    2026;22(3). doi:<a href="https://doi.org/10.1145/3816252">10.1145/3816252</a>
  apa: Goranci, G., Henzinger, M., Räcke, H., &#38; Sricharan, A. R. (2026). Incremental
    approximate maximum flow via residual graph sparsification. <i>ACM Transactions
    on Algorithms</i>. ACM. <a href="https://doi.org/10.1145/3816252">https://doi.org/10.1145/3816252</a>
  chicago: Goranci, Gramoz, Monika Henzinger, Harald Räcke, and A. R. Sricharan. “Incremental
    Approximate Maximum Flow via Residual Graph Sparsification.” <i>ACM Transactions
    on Algorithms</i>. ACM, 2026. <a href="https://doi.org/10.1145/3816252">https://doi.org/10.1145/3816252</a>.
  ieee: G. Goranci, M. Henzinger, H. Räcke, and A. R. Sricharan, “Incremental approximate
    maximum flow via residual graph sparsification,” <i>ACM Transactions on Algorithms</i>,
    vol. 22, no. 3. ACM, 2026.
  ista: Goranci G, Henzinger M, Räcke H, Sricharan AR. 2026. Incremental approximate
    maximum flow via residual graph sparsification. ACM Transactions on Algorithms.
    22(3), 31.
  mla: Goranci, Gramoz, et al. “Incremental Approximate Maximum Flow via Residual
    Graph Sparsification.” <i>ACM Transactions on Algorithms</i>, vol. 22, no. 3,
    31, ACM, 2026, doi:<a href="https://doi.org/10.1145/3816252">10.1145/3816252</a>.
  short: G. Goranci, M. Henzinger, H. Räcke, A.R. Sricharan, ACM Transactions on Algorithms
    22 (2026).
corr_author: '1'
das_tickbox: '0'
date_created: 2026-08-16T22:01:43Z
date_published: 2026-07-06T00:00:00Z
date_updated: 2026-08-20T06:28:01Z
day: '06'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.1145/3816252
ec_funded: 1
external_id:
  arxiv:
  - '2502.09105'
file:
- access_level: open_access
  checksum: 97969d26dab25c3a35be3ae4dd0fd9ee
  content_type: application/pdf
  creator: dernst
  date_created: 2026-08-20T06:19:51Z
  date_updated: 2026-08-20T06:19:51Z
  file_id: '22740'
  file_name: 2026_TransactionsAlgorithms_Goranci.pdf
  file_size: 2272512
  relation: main_file
  success: 1
file_date_updated: 2026-08-20T06:19:51Z
fulldoi: https://doi.org/10.1145/3816252
has_accepted_license: '1'
intvolume: '        22'
issue: '3'
language:
- iso: eng
month: '07'
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: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _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: ACM Transactions on Algorithms
publication_identifier:
  eissn:
  - 1549-6333
  issn:
  - 1549-6325
publication_status: published
publisher: ACM
quality_controlled: '1'
related_material:
  record:
  - id: '21280'
    relation: earlier_version
    status: public
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: yes
title: Incremental approximate maximum flow via residual graph sparsification
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: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 22
year: '2026'
...
---
OA_place: publisher
OA_type: gold
_id: '22914'
abstract:
- lang: eng
  text: "We present the first truly subquadratic time algorithm to compute diameter
    and eccentricities in real-weighted directed graphs with constant distance VC-dimension
    and strongly sublinear-sized balanced separators. For real-weighted K_h-minor-free
    digraphs, this runs in O(n^{2-1/(2h-2)} polylog(n)) time.\r\nPrior to this work,
    truly subquadratic time computation of diameter was only known for real-weighted
    planar graphs, while extensions to broader classes like minor-free graphs were
    restricted to unweighted settings. In particular, existing algorithms that use
    VC-dimension [Ducoffe, Habib, Viennot; SICOMP 2022] [Le, Wulff-Nilsen; SODA 2024]
    [Chan, Chang, Gao, Le, Kisfaludi-Bak, Zheng; FOCS 2025] work with small integer
    weights, but do not naturally generalize to real weights. We overcome this barrier
    by introducing a randomized search-to-decision reduction, demonstrating that VC-dimension
    is a sufficiently powerful tool in the real-weighted regime."
acknowledgement: "This project has received funding from the Austrian Science Fund
  (FWF)\r\ngrant DOI 10.55776/I5982. For open access purposes, the author has applied
  a CC BY public\r\ncopyright license to any author-accepted manuscript version arising
  from this submission. Thanks to Jie Gao for feedback on a preliminary version of
  the manuscript"
alternative_title:
- LIPIcs
article_number: 61:1-61:12
article_processing_charge: Yes
arxiv: 1
author:
- first_name: Da Wei
  full_name: Zheng, Da Wei
  id: af77956b-e859-11ef-8dc9-d301b898e32f
  last_name: Zheng
citation:
  ama: 'Zheng DW. Real-weighted diameter and eccentricities of minor-free and bounded
    VC-dimension graphs in truly subquadratic time. In: <i>34th Annual European Symposium
    on Algorithms</i>. Vol 388. Schloss Dagstuhl - Leibniz-Zentrum für Informatik;
    2026. doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2026.61">10.4230/LIPIcs.ESA.2026.61</a>'
  apa: 'Zheng, D. W. (2026). Real-weighted diameter and eccentricities of minor-free
    and bounded VC-dimension graphs in truly subquadratic time. In <i>34th Annual
    European Symposium on Algorithms</i> (Vol. 388). L’Aquila, Italy: Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.ESA.2026.61">https://doi.org/10.4230/LIPIcs.ESA.2026.61</a>'
  chicago: Zheng, Da Wei. “Real-Weighted Diameter and Eccentricities of Minor-Free
    and Bounded VC-Dimension Graphs in Truly Subquadratic Time.” In <i>34th Annual
    European Symposium on Algorithms</i>, Vol. 388. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2026. <a href="https://doi.org/10.4230/LIPIcs.ESA.2026.61">https://doi.org/10.4230/LIPIcs.ESA.2026.61</a>.
  ieee: D. W. Zheng, “Real-weighted diameter and eccentricities of minor-free and
    bounded VC-dimension graphs in truly subquadratic time,” in <i>34th Annual European
    Symposium on Algorithms</i>, L’Aquila, Italy, 2026, vol. 388.
  ista: 'Zheng DW. 2026. Real-weighted diameter and eccentricities of minor-free and
    bounded VC-dimension graphs in truly subquadratic time. 34th Annual European Symposium
    on Algorithms. ESA: European Symposium on Algorithms, LIPIcs, vol. 388, 61:1-61:12.'
  mla: Zheng, Da Wei. “Real-Weighted Diameter and Eccentricities of Minor-Free and
    Bounded VC-Dimension Graphs in Truly Subquadratic Time.” <i>34th Annual European
    Symposium on Algorithms</i>, vol. 388, 61:1-61:12, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2026, doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2026.61">10.4230/LIPIcs.ESA.2026.61</a>.
  short: D.W. Zheng, in:, 34th Annual European Symposium on Algorithms, Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik, 2026.
conference:
  end_date: 2026-09-04
  location: L’Aquila, Italy
  name: 'ESA: European Symposium on Algorithms'
  start_date: 2026-08-31
corr_author: '1'
das_tickbox: '0'
date_created: 2026-09-13T22:01:52Z
date_published: 2026-08-25T00:00:00Z
date_updated: 2026-09-17T09:31:02Z
day: '25'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.4230/LIPIcs.ESA.2026.61
external_id:
  arxiv:
  - '2607.01926'
file:
- access_level: open_access
  checksum: 574f50435b092a72041c7365cac3d280
  content_type: application/pdf
  creator: dernst
  date_created: 2026-09-17T09:28:04Z
  date_updated: 2026-09-17T09:28:04Z
  file_id: '22942'
  file_name: 2026_LIPIcsESA_Zheng.pdf
  file_size: 760002
  relation: main_file
  success: 1
file_date_updated: 2026-09-17T09:28:04Z
fulldoi: https://doi.org/10.4230/LIPIcs.ESA.2026.61
has_accepted_license: '1'
intvolume: '       388'
keyword:
- Diameter
- eccentricities
- minor-free graphs
- real weights
- VC-dimension
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
publication: 34th Annual European Symposium on Algorithms
publication_identifier:
  eissn:
  - 1868-8969
  isbn:
  - '9783959774451'
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: no
title: Real-weighted diameter and eccentricities of minor-free and bounded VC-dimension
  graphs in truly subquadratic time
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
volume: 388
year: '2026'
...
---
OA_place: publisher
OA_type: gold
_id: '22918'
abstract:
- lang: eng
  text: "Given a weighted digraph G, a (t,g,μ)-DAG cover is a collection of g dominating
    DAGs D_1,… ,D_g such that all distances are approximately preserved: for every
    pair (u,v) of vertices, min_id_{D_i}(u,v) ≤ t⋅ d_G(u,v), and the total number
    of non-G edges is bounded by |(∪_i D_i)⧵ G| ≤ μ. Assadi, Hoppenworth, and Wein
    [STOC 25] and Filtser [SODA 26] studied DAG covers for general digraphs. This
    paper initiates the study of Steiner DAG cover, where the DAGs are allowed to
    contain Steiner points. \r\nWe obtain Steiner DAG covers on the important classes
    of planar digraphs and low-treewidth digraphs. Specifically, we show that any
    digraph with treewidth tw admits a (1,2,Õ(n⋅tw))-Steiner DAG cover. For planar
    digraphs we provide a (1+ε,2,Õ_ε(n))-Steiner DAG cover.\r\nWe also demonstrate
    a stark difference between Steiner and non-Steiner DAG covers. As a lower bound,
    we show that any non-Steiner DAG cover for graphs with treewidth 1 with stretch
    t < 2 and sub-quadratic number of extra edges requires Ω(log n) DAGs."
acknowledgement: "This work was initiated at Dagstuhl Seminar 25212: Metric Sketching
  and\r\nDynamic Algorithms for Geometric and Topological Graphs. We thank the organizers
  and other\r\nparticipants for a productive environment.\r\nujoy Bhore: Work supported
  in part by ANRF ARG-MATRICS, Grant 002465.\r\nHsien-Chih Chang: Supported by the
  U.S. National Science Foundation Grant No. CCF-2443017.\r\nJonathan Conroy: Supported
  by the U.S. National Science Foundation Grant No. CCF-2443017.\r\nArnold Filtser:
  This research was supported by the ISRAEL SCIENCE FOUNDATION (grant No.\r\n1042/22).\r\nEunjin
  Oh: Supported by Institute of Information & Communications Technology Planning &\r\nEvaluation
  (IITP) grant funded by the Korea government (MSIT) (No. RS-2024-00440239, Sublinear\r\nScalable
  Algorithms for Large-Scale Data Analysis) and the National Research Foundation of
  Korea\r\n(NRF) grant funded by the Korea government (MSIT) (No. RS-2024-00358505).\r\nNicole
  Wein: Supported by NSF CAREER award 2541910.\r\nDa Wei Zheng: This project has received
  funding from the Austrian Science Fund (FWF) grant\r\nDOI 10.55776/I5982. For open
  access purposes, the author has applied a CC BY public copyright\r\nlicense to any
  author-accepted manuscript version arising from this submission."
alternative_title:
- LIPIcs
article_number: 94:1-94:18
article_processing_charge: Yes
arxiv: 1
author:
- first_name: Sujoy
  full_name: Bhore, Sujoy
  last_name: Bhore
- first_name: Hsien Chih
  full_name: Chang, Hsien Chih
  last_name: Chang
- first_name: Jonathan
  full_name: Conroy, Jonathan
  last_name: Conroy
- first_name: Arnold
  full_name: Filtser, Arnold
  last_name: Filtser
- first_name: Eunjin
  full_name: Oh, Eunjin
  last_name: Oh
- first_name: Nicole
  full_name: Wein, Nicole
  last_name: Wein
- first_name: Da Wei
  full_name: Zheng, Da Wei
  id: af77956b-e859-11ef-8dc9-d301b898e32f
  last_name: Zheng
citation:
  ama: 'Bhore S, Chang HC, Conroy J, et al. DAG covers for structured graphs: The
    Steiner point effect. In: <i>34th Annual European Symposium on Algorithms</i>.
    Vol 388. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2026. doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2026.94">10.4230/LIPIcs.ESA.2026.94</a>'
  apa: 'Bhore, S., Chang, H. C., Conroy, J., Filtser, A., Oh, E., Wein, N., &#38;
    Zheng, D. W. (2026). DAG covers for structured graphs: The Steiner point effect.
    In <i>34th Annual European Symposium on Algorithms</i> (Vol. 388). L’Aquila, Italy:
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.ESA.2026.94">https://doi.org/10.4230/LIPIcs.ESA.2026.94</a>'
  chicago: 'Bhore, Sujoy, Hsien Chih Chang, Jonathan Conroy, Arnold Filtser, Eunjin
    Oh, Nicole Wein, and Da Wei Zheng. “DAG Covers for Structured Graphs: The Steiner
    Point Effect.” In <i>34th Annual European Symposium on Algorithms</i>, Vol. 388.
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2026. <a href="https://doi.org/10.4230/LIPIcs.ESA.2026.94">https://doi.org/10.4230/LIPIcs.ESA.2026.94</a>.'
  ieee: 'S. Bhore <i>et al.</i>, “DAG covers for structured graphs: The Steiner point
    effect,” in <i>34th Annual European Symposium on Algorithms</i>, L’Aquila, Italy,
    2026, vol. 388.'
  ista: 'Bhore S, Chang HC, Conroy J, Filtser A, Oh E, Wein N, Zheng DW. 2026. DAG
    covers for structured graphs: The Steiner point effect. 34th Annual European Symposium
    on Algorithms. ESA: European Symposium on Algorithms, LIPIcs, vol. 388, 94:1-94:18.'
  mla: 'Bhore, Sujoy, et al. “DAG Covers for Structured Graphs: The Steiner Point
    Effect.” <i>34th Annual European Symposium on Algorithms</i>, vol. 388, 94:1-94:18,
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2026, doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2026.94">10.4230/LIPIcs.ESA.2026.94</a>.'
  short: S. Bhore, H.C. Chang, J. Conroy, A. Filtser, E. Oh, N. Wein, D.W. Zheng,
    in:, 34th Annual European Symposium on Algorithms, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2026.
conference:
  end_date: 2026-09-04
  location: L’Aquila, Italy
  name: 'ESA: European Symposium on Algorithms'
  start_date: 2026-08-31
corr_author: '1'
das_tickbox: '0'
date_created: 2026-09-13T22:01:53Z
date_published: 2026-08-25T00:00:00Z
date_updated: 2026-09-17T10:27:46Z
day: '25'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.4230/LIPIcs.ESA.2026.94
external_id:
  arxiv:
  - '2604.04186'
file:
- access_level: open_access
  checksum: 2082683b3b72865c6a795305e5d61276
  content_type: application/pdf
  creator: dernst
  date_created: 2026-09-17T10:09:22Z
  date_updated: 2026-09-17T10:09:22Z
  file_id: '22948'
  file_name: 2026_LIPIcsESA_Bhore.pdf
  file_size: 1123327
  relation: main_file
  success: 1
file_date_updated: 2026-09-17T10:09:22Z
fulldoi: https://doi.org/10.4230/LIPIcs.ESA.2026.94
has_accepted_license: '1'
intvolume: '       388'
keyword:
- Directed graphs
- DAG (directed acyclic graphs)
- distortion
- metric embeddings
- planar graph
- treewidth
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
publication: 34th Annual European Symposium on Algorithms
publication_identifier:
  isbn:
  - '9783959774451'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: yes
title: 'DAG covers for structured graphs: The Steiner point effect'
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
volume: 388
year: '2026'
...
---
OA_place: publisher
OA_type: gold
_id: '22245'
abstract:
- lang: eng
  text: "A single-commodity congestion approximator for a graph is a compact data
    structure that approximately predicts the edge congestion required to route any
    set of single-commodity flow demands in a network. A hierarchical congestion approximator
    (HCA) consists of a laminar family of cuts in the graph and has numerous applications
    in approximating cut and flow problems in graphs, designing efficient routing
    schemes, and managing distributed networks.\r\nThere is a tradeoff between the
    running time for computing an HCA and its approximation quality. The best polynomial-time
    construction in an n-node graph gives an HCA with approximation quality O(log1.5n
    loglogn). Among near-linear time algorithms, the best previous result achieves
    approximation quality O(log4 n). We improve upon the latter result by giving the
    first near-linear time algorithm for computing an HCA with approximation quality
    O(log2 n loglogn). Additionally, our algorithm can be implemented in the parallel
    setting with polylogarithmic span and near-linear work, achieving the same approximation
    quality. This improves upon the best previous such algorithm, which has an O(log9n)
    approximation quality. We also present a lower bound of Ω(logn) for the approximation
    guarantee of hierarchical congestion approximators.\r\nCrucial for achieving a
    near-linear running time is a new partitioning routine that, unlike previous such
    routines, manages to avoid recursing on large subgraphs. To achieve the improved
    approximation quality, we introduce the new concept of border routability of a
    cut and provide an improved sparsest cut oracle for general vertex weights."
acknowledgement: "We thank Evangelos Kosinas for helpful discussions on this topic.\r\nFunded
  by the European Union. Views and opinions expressed\r\nare however those of the
  author(s) only and do not necessarily\r\nreflect those of the European Union or
  the European Research\r\nCouncil Executive Agency. Neither the European Union nor
  the\r\ngranting authority can be held responsible for them.\r\nThis project has
  received funding from the European Research\r\nCouncil (ERC) under the European
  Union’s Horizon 2020 research\r\nand innovation programme (MoDynStruct, No. 101019564)\r\nand
  the Austrian Science Fund (FWF) grant DOI 10.55776/I5982. For\r\nopen access purposes,
  the author has applied a CC BY public copyright license to any author-accepted manuscript
  version arising\r\nfrom this submission.\r\nThis project has received funding from
  the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) – 498605858."
article_processing_charge: Yes
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Robin
  full_name: Münk, Robin
  last_name: Münk
- first_name: Harald
  full_name: Räcke, Harald
  last_name: Räcke
citation:
  ama: 'Henzinger M, Münk R, Räcke H. An improved quality hierarchical congestion
    approximator in near-linear time. In: <i>58th Annual ACM Symposium on Theory of
    Computing</i>. ACM; 2026:1417-1428. doi:<a href="https://doi.org/10.1145/3798129.3800851">10.1145/3798129.3800851</a>'
  apa: 'Henzinger, M., Münk, R., &#38; Räcke, H. (2026). An improved quality hierarchical
    congestion approximator in near-linear time. In <i>58th Annual ACM Symposium on
    Theory of Computing</i> (pp. 1417–1428). Salt Lake City, UT, United States: ACM.
    <a href="https://doi.org/10.1145/3798129.3800851">https://doi.org/10.1145/3798129.3800851</a>'
  chicago: Henzinger, Monika, Robin Münk, and Harald Räcke. “An Improved Quality Hierarchical
    Congestion Approximator in Near-Linear Time.” In <i>58th Annual ACM Symposium
    on Theory of Computing</i>, 1417–28. ACM, 2026. <a href="https://doi.org/10.1145/3798129.3800851">https://doi.org/10.1145/3798129.3800851</a>.
  ieee: M. Henzinger, R. Münk, and H. Räcke, “An improved quality hierarchical congestion
    approximator in near-linear time,” in <i>58th Annual ACM Symposium on Theory of
    Computing</i>, Salt Lake City, UT, United States, 2026, pp. 1417–1428.
  ista: 'Henzinger M, Münk R, Räcke H. 2026. An improved quality hierarchical congestion
    approximator in near-linear time. 58th Annual ACM Symposium on Theory of Computing.
    STOC: Symposium on the Theory of Computing, 1417–1428.'
  mla: Henzinger, Monika, et al. “An Improved Quality Hierarchical Congestion Approximator
    in Near-Linear Time.” <i>58th Annual ACM Symposium on Theory of Computing</i>,
    ACM, 2026, pp. 1417–28, doi:<a href="https://doi.org/10.1145/3798129.3800851">10.1145/3798129.3800851</a>.
  short: M. Henzinger, R. Münk, H. Räcke, in:, 58th Annual ACM Symposium on Theory
    of Computing, ACM, 2026, pp. 1417–1428.
conference:
  end_date: 2026-06-26
  location: Salt Lake City, UT, United States
  name: 'STOC: Symposium on the Theory of Computing'
  start_date: 2026-06-22
corr_author: '1'
das_tickbox: '0'
date_created: 2026-07-05T22:01:36Z
date_published: 2026-06-09T00:00:00Z
date_updated: 2026-09-17T12:39:36Z
day: '09'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.1145/3798129.3800851
ec_funded: 1
external_id:
  arxiv:
  - '2511.03716'
file:
- access_level: open_access
  checksum: 2bef46be8da6d19a641697bb0d8ade65
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  creator: dernst
  date_created: 2026-07-06T06:57:16Z
  date_updated: 2026-07-06T06:57:16Z
  file_id: '22250'
  file_name: 2026_STOC_HenzingerMo.pdf
  file_size: 919005
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  success: 1
file_date_updated: 2026-07-06T06:57:16Z
fulldoi: https://doi.org/10.1145/3798129.3800851
has_accepted_license: '1'
keyword:
- Congestion Approximators
- Hierarchical Graph Decompositions
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: 1417-1428
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
publication: 58th Annual ACM Symposium on Theory of Computing
publication_identifier:
  isbn:
  - '9798400725364'
  issn:
  - 0737-8017
publication_status: published
publisher: ACM
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: no
title: An improved quality hierarchical congestion approximator in near-linear time
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: '2026'
...
---
OA_place: publisher
_id: '22281'
abstract:
- lang: eng
  text: "In this thesis, we took a look at networks, and more specifically, at networks
    that change over time, whether those are networks in the distributed algorithms
    sense of the word, or the graph algorithm sense. \r\n\r\nIn distributed algorithms,
    we looked at two main problems. First, the broadcast problem: given n agents,
    each agent is tasked to forward a (unique) message to every other agent. Agents
    collaborate and can copy and forward all messages they have received up until
    that point. Broadcast is achieved when one agent has successfully broadcast its
    message to everyone else. We studied the case where the communication network
    is controlled by an adversary, under the condition that the graph is rooted in
    every round of communication. We show that the adversary can delay broadcast for
    at most  l\r\n(1 + √\r\n2)n\r\nm\r\n rounds, improving on the $O(n\\log\\log n)$
    previous upper bound~\\cite{fugger2020radius}, and asymptotically matching the
    $\\sim 1.5n$ lower bound~\\cite{schwarz2017linear}.\r\n\r\nWe then looked at the
    stochastic version of the problem: here, the adversary -- parametrized by $k$
    where $k=0$ signifies that the adversary has no control,  and $k=n$ that the adversary
    has full control -- can choose parts of the graph, and the graph is then completed
    stochastically. Here, we are able to look at a stronger version of broadcast:
    instead of having $n$ messages trying to be broadcast in parallel, we can assume
    that only one message needs to be broadcasted. We show the bound $\\Theta(k+\\log
    n)$.\r\n\r\nThen, we looked at undecided states dynamics in population protocols:
    given a population of $n$ agents, where each initially holds an opinion among
    $k$ different ones. In each round, two agents are chosen uniformly at random,
    and can interact. If they have different opinions, they forget their opinions
    and become undecided. If one of them is undecided while the other has an opinion,
    they undecided agent copies they opinion of the decided one. The question is then,
    how many interactions does it take for the whole population to share the same
    opinion? We show a $\\Omega(kn\\log \\frac {\\sqrt n} {k \\log n})$ lower bound
    \ for any $k = o\\left(\\frac {\\sqrt n}{\\log n}\\right)$.\r\nThis is tight for
    any $ k \\le n^{\\frac 1 2 - \\epsilon}$, where $\\epsilon >0$ can be any small
    constant, matching the known $O(kn\\log n)$ upper bound for $k = O\\left(\\frac
    {\\sqrt n} {\\log ^2 n}\\right)$~\\cite{DBLP:conf/podc/AmirABBHKL23}.\r\n\r\nFinally,
    in dynamic algorithms, we study the minimum cut problem: we are given a graph,
    whose vertex set we want to partition into two subsets such that the number of
    edges crossing from one subset to the other is minimized. Then, the graph can
    be updated via edge insertions or deletions, and we must update the solution without
    recomputing everything from scratch. We present an exact fully-dynamic minimum
    cut algorithm that runs in $n^{o(1)}$ deterministic update time when the minimum
    cut size is at most $2^{\\Theta(\\log^{3/4-c}n)}$ for any $c>0$, improving on
    the previous algorithm~\\cite{DBLP:conf/soda/JinST24} whose minimum cut size limit
    is $(\\log n)^{o(1)}$. Using sparsification and randomization techniques, we are
    able to extend this to all values of the minimum cut in weighted graphs, at the
    cost of a $(1+o(1))$-approximation ratio."
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)\r\n\"The Design and Evaluation of Modern Fully Dynamic
  Data Structures\" , from the\r\nAustrian Science Fund (FWF) grant DOI 10.55776/I5982
  \"Static and Dynamic Hierarchical\r\nGraph Decompositions\", and from the Austrian
  Science Fund (FWF) and netIDEE SCIENCE\r\nproject P 33775-N, \"Fast Algorithms for
  a Reactive Network Layer\".\r\n"
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Antoine
  full_name: El-Hayek, Antoine
  id: 888a098e-fcac-11ee-aff7-d347be57b725
  last_name: El-Hayek
  orcid: 0000-0003-4268-7368
citation:
  ama: 'El-Hayek A. Handling updates and failures: Dynamic graph algorithms and distributed
    computing on dynamic networks. 2026. doi:<a href="https://doi.org/10.15479/AT-ISTA-22281">10.15479/AT-ISTA-22281</a>'
  apa: 'El-Hayek, A. (2026). <i>Handling updates and failures: Dynamic graph algorithms
    and distributed computing on dynamic networks</i>. Institute of Science and Technology
    Austria. <a href="https://doi.org/10.15479/AT-ISTA-22281">https://doi.org/10.15479/AT-ISTA-22281</a>'
  chicago: 'El-Hayek, Antoine. “Handling Updates and Failures: Dynamic Graph Algorithms
    and Distributed Computing on Dynamic Networks.” Institute of Science and Technology
    Austria, 2026. <a href="https://doi.org/10.15479/AT-ISTA-22281">https://doi.org/10.15479/AT-ISTA-22281</a>.'
  ieee: 'A. El-Hayek, “Handling updates and failures: Dynamic graph algorithms and
    distributed computing on dynamic networks,” Institute of Science and Technology
    Austria, 2026.'
  ista: 'El-Hayek A. 2026. Handling updates and failures: Dynamic graph algorithms
    and distributed computing on dynamic networks. Institute of Science and Technology
    Austria.'
  mla: 'El-Hayek, Antoine. <i>Handling Updates and Failures: Dynamic Graph Algorithms
    and Distributed Computing on Dynamic Networks</i>. Institute of Science and Technology
    Austria, 2026, doi:<a href="https://doi.org/10.15479/AT-ISTA-22281">10.15479/AT-ISTA-22281</a>.'
  short: 'A. El-Hayek, Handling Updates and Failures: Dynamic Graph Algorithms and
    Distributed Computing on Dynamic Networks, Institute of Science and Technology
    Austria, 2026.'
corr_author: '1'
date_created: 2026-07-13T09:39:59Z
date_published: 2026-07-13T00:00:00Z
date_updated: 2026-10-21T08:05:35Z
day: '13'
ddc:
- '000'
degree_awarded: PhD
department:
- _id: GradSch
- _id: MoHe
doi: 10.15479/AT-ISTA-22281
doi_confirm: '1'
ec_funded: 1
file:
- access_level: open_access
  checksum: 923e4ca769c9ef2f6b0b005444faf462
  content_type: application/pdf
  creator: aelhayek
  date_created: 2026-07-17T11:39:47Z
  date_updated: 2026-07-17T11:39:47Z
  file_id: '22356'
  file_name: 2026_El-Hayek_Antoine_Thesis.pdf
  file_size: 5465973
  relation: main_file
  success: 1
- access_level: closed
  checksum: 262689f9df27dd6c2c7c7861f1de7329
  content_type: application/x-zip-compressed
  creator: aelhayek
  date_created: 2026-07-17T11:40:34Z
  date_updated: 2026-07-20T11:29:38Z
  file_id: '22357'
  file_name: 2026_El-Hayek_Antoine_Thesis.zip
  file_size: 9116107
  relation: source_file
file_date_updated: 2026-07-20T11:29:38Z
fulldoi: https://doi.org/10.15479/AT-ISTA-22281
has_accepted_license: '1'
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: '244'
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_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
publisher_comment: Sections 2.4 and 7.1 and chapter 6 are not CC-BY 4.0, they are
  All Rights Reserved.
related_material:
  record:
  - id: '20051'
    relation: part_of_dissertation
    status: public
  - id: '19982'
    relation: part_of_dissertation
    status: public
  - id: '21720'
    relation: part_of_dissertation
    status: public
  - id: '22374'
    relation: part_of_dissertation
    status: public
  - id: '22373'
    relation: part_of_dissertation
    status: public
  - id: '18557'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
title: 'Handling updates and failures: Dynamic graph algorithms and distributed computing
  on dynamic networks'
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: dissertation
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2026'
...
---
OA_place: repository
OA_type: green
_id: '19038'
abstract:
- lang: eng
  text: Differentially private weighted prefix sum under continual observation is
    a crucial component in the production-level deployment of private next-word prediction
    for Gboard, which, according to Google, has over a billion users. More specifically,
    Google uses a differentially private mechanism to sum weighted gradients in its
    private follow-the-regularized leader algorithm. Apart from efficiency, the additive
    error of the private mechanism is crucial as multiplied with the square root of
    the model’s dimension d (with d ranging up to 10 trillion, for example, Switch
    Transformers or M6-10T), it determines the accuracy of the learning system. So,
    any improvement in leading constant matters significantly in practice. In this
    paper, we show a novel connection between mechanisms for continual weighted prefix
    sum and a concept in representation theory known as the group matrix introduced
    in correspondence between Dedekind and Frobenius (Sitzungsber. Preuss. Akad. Wiss.
    Berlin, 1897) and generalized by Schur (Journal für die reine und angewandte Mathematik,
    1904). To the best of our knowledge, this is the first application of group algebra
    in the analysis of differentially private algorithms. Using this connection, we
    analyze a class of matrix norms known as factorization norms that give upper and
    lower bounds for the additive error under general ℓp-norms of the matrix mechanism.
    This allows us to give 1. the first efficient factorization that matches the best-known
    non-constructive upper bound on the factorization norm by Mathias (SIAM Journal
    of Matrix Analysis and Applications, 1993) for the matrix used in Google’s deployment,
    and also improves on the previous best-known constructive bound of Fichtenberger,
    Henzinger, and Upadhyay (ICML 2023) and Henzinger, Upadhyay, and Upadhyay (SODA
    2023); thereby, partially resolving an open question in operator theory, 2. the
    first upper bound on the additive error for a large class of weight functions
    for weighted prefix sum problems, including the sliding window matrix (Bolot,
    Fawaz, Muthukrishnan, Nikolov, and Taft (ICDT 2013). We also improve the bound
    on factorizing the striped matrix used for outputting a synthetic graph that approximates
    all cuts (Fichtenberger, Henzinger, and Upadhyay (ICML 2023)); 3. a general improved
    upper bound on the factorization norms that depend on algebraic properties of
    the weighted sum matrices and that applies to a more general class of weighting
    functions than the ones considered in Henzinger, Upadhyay, and Upadhyay (SODA
    2024). Using the known connection between these factorization norms and the ℓp-error
    of continual weighted sum, we give an upper bound on the ℓp-error for the continual
    weighted sum problem for p ≥ 2.
acknowledgement: 'Monika Henzinger: This project has received funding from the European
  Research Council(ERC) under the European Union’s Horizon 2020 research and innovation
  programme (Grantagreement No. 101019564) and the Austrian Science Fund (FWF) grant
  DOI 10.55776/Z422,grant DOI 10.55776/I5982, and grant DOI 10.55776/P33775 with additional
  funding from the netidee SCIENCEStiftung, 2020–2024.Jalaj Upadhyay’s research was
  funded by the Rutgers Decanal Grant no. 302918 and an unrestricted giftfrom Google.
  This work was done in part while visiting the Institute of Science and Technology
  Austria (ISTA).The authors would like to thank Sarvagya Upadhyay for the initial
  discussion and feedback on the early draft of the paper. The authors would like
  to thank the anonymous reviewers, Brendan McMahan and Abhradeep Thakurta for the
  discussions that helped improve the presentation of the final version of the paper.'
article_processing_charge: No
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Jalaj
  full_name: Upadhyay, Jalaj
  last_name: Upadhyay
citation:
  ama: 'Henzinger M, Upadhyay J. Improved differentially private continual observation
    using group algebra. In: <i>Proceedings of the 2025 Annual ACM-SIAM Symposium
    on Discrete Algorithms</i>. Vol 5. Association for Computing Machinery; 2025:2951-2970.
    doi:<a href="https://doi.org/10.1137/1.9781611978322.95">10.1137/1.9781611978322.95</a>'
  apa: 'Henzinger, M., &#38; Upadhyay, J. (2025). Improved differentially private
    continual observation using group algebra. In <i>Proceedings of the 2025 Annual
    ACM-SIAM Symposium on Discrete Algorithms</i> (Vol. 5, pp. 2951–2970). New Orleans,
    LA, United States: Association for Computing Machinery. <a href="https://doi.org/10.1137/1.9781611978322.95">https://doi.org/10.1137/1.9781611978322.95</a>'
  chicago: Henzinger, Monika, and Jalaj Upadhyay. “Improved Differentially Private
    Continual Observation Using Group Algebra.” In <i>Proceedings of the 2025 Annual
    ACM-SIAM Symposium on Discrete Algorithms</i>, 5:2951–70. Association for Computing
    Machinery, 2025. <a href="https://doi.org/10.1137/1.9781611978322.95">https://doi.org/10.1137/1.9781611978322.95</a>.
  ieee: M. Henzinger and J. Upadhyay, “Improved differentially private continual observation
    using group algebra,” in <i>Proceedings of the 2025 Annual ACM-SIAM Symposium
    on Discrete Algorithms</i>, New Orleans, LA, United States, 2025, vol. 5, pp.
    2951–2970.
  ista: 'Henzinger M, Upadhyay J. 2025. Improved differentially private continual
    observation using group algebra. Proceedings of the 2025 Annual ACM-SIAM Symposium
    on Discrete Algorithms. SODA: Symposium on Discrete Algorithms vol. 5, 2951–2970.'
  mla: Henzinger, Monika, and Jalaj Upadhyay. “Improved Differentially Private Continual
    Observation Using Group Algebra.” <i>Proceedings of the 2025 Annual ACM-SIAM Symposium
    on Discrete Algorithms</i>, vol. 5, Association for Computing Machinery, 2025,
    pp. 2951–70, doi:<a href="https://doi.org/10.1137/1.9781611978322.95">10.1137/1.9781611978322.95</a>.
  short: M. Henzinger, J. Upadhyay, in:, Proceedings of the 2025 Annual ACM-SIAM Symposium
    on Discrete Algorithms, Association for Computing Machinery, 2025, pp. 2951–2970.
conference:
  end_date: 2025-01-15
  location: New Orleans, LA, United States
  name: 'SODA: Symposium on Discrete Algorithms'
  start_date: 2025-01-12
date_created: 2025-02-17T09:31:03Z
date_published: 2025-01-20T00:00:00Z
date_updated: 2025-04-14T13:50:49Z
day: '20'
department:
- _id: MoHe
doi: 10.1137/1.9781611978322.95
ec_funded: 1
external_id:
  arxiv:
  - '2412.02840'
fulldoi: https://doi.org/10.1137/1.9781611978322.95
intvolume: '         5'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2412.02840
month: '01'
oa: 1
oa_version: Preprint
page: 2951 - 2970
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: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _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 2025 Annual ACM-SIAM Symposium on Discrete Algorithms
publication_identifier:
  isbn:
  - 979-833131200-8
  issn:
  - 1071-9040
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
scopus_import: '1'
status: public
title: Improved differentially private continual observation using group algebra
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 5
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '19858'
abstract:
- lang: eng
  text: "Given a graph G that undergoes a sequence of edge insertions and deletions,
    we study the Maximum k-Edge Coloring problem (MkEC): Having access to k different
    colors, color as many edges of G as possible such that no two adjacent edges share
    the same color. While this problem is different from simply maintaining a b-matching
    with b = k, the two problems are related. However, maximum b-matching can be solved
    efficiently in the static setting, whereas MkEC is NP-hard and even APX-hard for
    k ≥ 2. \r\nWe present new results on both problems: For b-matching, we show a
    new integrality gap result and we adapt Wajc’s matching sparsification scheme
    [David Wajc, 2020] for the case where b is a constant.\r\nUsing these as basis,
    we give three new algorithms for the dynamic MkEC problem: Our MatchO algorithm
    builds on the dynamic (2+ε)-approximation algorithm of Bhattacharya, Gupta, and
    Mohan [Sayan Bhattacharya et al., 2017] for b-matching and achieves a (2+ε)(k+1)/k-approximation
    in O(poly(log n, ε^-1)) update time against an oblivious adversary. Our MatchA
    algorithm builds on the dynamic (7+ε)-approximation algorithm by Bhattacharya,
    Henzinger, and Italiano [Sayan Bhattacharya et al., 2015] for fractional b-matching
    and achieves a (7+ε)(3k+3)/(3k-1)-approximation in O(poly(log n, ε^-1)) update
    time against an adaptive adversary. Moreover, our reductions use the dynamic b-matching
    algorithm as a black box, so any future improvement in the approximation ratio
    for dynamic b-matching will automatically translate into a better approximation
    ratio for our algorithms. Finally, we present a greedy algorithm with O(Δ+k) update
    time, which guarantees a 2.16 approximation factor."
acknowledgement: "This project has received funding from the European Research Council
  (ERC) under the\r\nEuropean Union’s Horizon 2020 research and innovation programme
  (MoDynStruct, No. 101019564) and the Austrian Science Fund (FWF) grant DOI 10.55776/Z422,
  grant DOI 10.55776/I5982, and grant DOI 10.55776/P33775 with additional funding
  from the netidee SCIENCE Stiftung, 2020–2024. This work was further supported by
  the Federal Ministry of Education and Research (BMBF) project, 6G-RIC: 6G Research
  and Innovation Cluster, grant 16KISK020K."
alternative_title:
- LIPIcs
article_number: '4'
article_processing_charge: No
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: Kathrin
  full_name: Hanauer, Kathrin
  last_name: Hanauer
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
citation:
  ama: 'El-Hayek A, Hanauer K, Henzinger M. On b-matching and fully-dynamic maximum
    k-edge coloring. In: <i>4th Symposium on Algorithmic Foundations of Dynamic Networks</i>.
    Vol 330. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2025. doi:<a href="https://doi.org/10.4230/LIPIcs.SAND.2025.4">10.4230/LIPIcs.SAND.2025.4</a>'
  apa: 'El-Hayek, A., Hanauer, K., &#38; Henzinger, M. (2025). On b-matching and fully-dynamic
    maximum k-edge coloring. In <i>4th Symposium on Algorithmic Foundations of Dynamic
    Networks</i> (Vol. 330). Liverpool, United Kingdom: Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik. <a href="https://doi.org/10.4230/LIPIcs.SAND.2025.4">https://doi.org/10.4230/LIPIcs.SAND.2025.4</a>'
  chicago: El-Hayek, Antoine, Kathrin Hanauer, and Monika Henzinger. “On B-Matching
    and Fully-Dynamic Maximum k-Edge Coloring.” In <i>4th Symposium on Algorithmic
    Foundations of Dynamic Networks</i>, Vol. 330. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2025. <a href="https://doi.org/10.4230/LIPIcs.SAND.2025.4">https://doi.org/10.4230/LIPIcs.SAND.2025.4</a>.
  ieee: A. El-Hayek, K. Hanauer, and M. Henzinger, “On b-matching and fully-dynamic
    maximum k-edge coloring,” in <i>4th Symposium on Algorithmic Foundations of Dynamic
    Networks</i>, Liverpool, United Kingdom, 2025, vol. 330.
  ista: 'El-Hayek A, Hanauer K, Henzinger M. 2025. On b-matching and fully-dynamic
    maximum k-edge coloring. 4th Symposium on Algorithmic Foundations of Dynamic Networks.
    SAND: Symposium on Algorithmic Foundations of Dynamic Networks, LIPIcs, vol. 330,
    4.'
  mla: El-Hayek, Antoine, et al. “On B-Matching and Fully-Dynamic Maximum k-Edge Coloring.”
    <i>4th Symposium on Algorithmic Foundations of Dynamic Networks</i>, vol. 330,
    4, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2025, doi:<a href="https://doi.org/10.4230/LIPIcs.SAND.2025.4">10.4230/LIPIcs.SAND.2025.4</a>.
  short: A. El-Hayek, K. Hanauer, M. Henzinger, in:, 4th Symposium on Algorithmic
    Foundations of Dynamic Networks, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2025.
conference:
  end_date: 2025-06-11
  location: Liverpool, United Kingdom
  name: 'SAND: Symposium on Algorithmic Foundations of Dynamic Networks'
  start_date: 2025-06-09
corr_author: '1'
date_created: 2025-06-22T22:02:06Z
date_published: 2025-06-02T00:00:00Z
date_updated: 2025-09-30T13:37:28Z
day: '02'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.4230/LIPIcs.SAND.2025.4
ec_funded: 1
external_id:
  arxiv:
  - '2310.01149'
  isi:
  - '001532136900004'
file:
- access_level: open_access
  checksum: ad93a1e052adb29d7bfe8bd551bab193
  content_type: application/pdf
  creator: dernst
  date_created: 2025-06-23T11:23:29Z
  date_updated: 2025-06-23T11:23:29Z
  file_id: '19872'
  file_name: 2025_LIPIcs_ElHayek.pdf
  file_size: 995666
  relation: main_file
  success: 1
file_date_updated: 2025-06-23T11:23:29Z
fulldoi: https://doi.org/10.4230/LIPIcs.SAND.2025.4
has_accepted_license: '1'
intvolume: '       330'
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: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _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: 4th Symposium on Algorithmic Foundations of Dynamic Networks
publication_identifier:
  isbn:
  - '9783959773683'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: On b-matching and fully-dynamic maximum k-edge coloring
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: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 330
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
_id: '20052'
abstract:
- lang: eng
  text: "This paper revisits a fundamental distributed computing problem in the population
    protocol model. Provided n agents each starting with an input color in [k], the
    relative majority problem asks to find the predominant color. In the population
    protocol model, at each time step, a scheduler selects two agents that first learn
    each other's states and then update their states based on what they learned.\r\nWe
    present the Circles protocol that solves the relative majority problem with k3
    states. It is always-correct under weakly fair scheduling. Not only does it improve
    upon the best known upper bound of O(k7), but it also shows a strikingly simpler
    design inspired by energy minimization in chemical settings."
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/I5982,
  and grant DOI 10.55776/P33775 with additional funding from the netidee SCIENCE Stiftung,
  2020–2024 and the German Research Foundation (DFG), grant 470029389 (FlexNets). '
article_processing_charge: No
author:
- first_name: Tom-Lukas
  full_name: Breitkopf, Tom-Lukas
  last_name: Breitkopf
- first_name: Julien
  full_name: Dallot, Julien
  last_name: Dallot
- 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: Stefan
  full_name: Schmid, Stefan
  last_name: Schmid
citation:
  ama: 'Breitkopf T-L, Dallot J, El-Hayek A, Schmid S. Brief announcement: Minimizing
    energy solves relative majority with a cubic number of states in population protocols.
    In: <i>Proceedings of the ACM Symposium on Principles of Distributed Computing</i>.
    Association for Computing Machinery; 2025:549-552. doi:<a href="https://doi.org/10.1145/3732772.3733512">10.1145/3732772.3733512</a>'
  apa: 'Breitkopf, T.-L., Dallot, J., El-Hayek, A., &#38; Schmid, S. (2025). Brief
    announcement: Minimizing energy solves relative majority with a cubic number of
    states in population protocols. In <i>Proceedings of the ACM Symposium on Principles
    of Distributed Computing</i> (pp. 549–552). Huatulco, Mexico: Association for
    Computing Machinery. <a href="https://doi.org/10.1145/3732772.3733512">https://doi.org/10.1145/3732772.3733512</a>'
  chicago: 'Breitkopf, Tom-Lukas, Julien Dallot, Antoine El-Hayek, and Stefan Schmid.
    “Brief Announcement: Minimizing Energy Solves Relative Majority with a Cubic Number
    of States in Population Protocols.” In <i>Proceedings of the ACM Symposium on
    Principles of Distributed Computing</i>, 549–52. Association for Computing Machinery,
    2025. <a href="https://doi.org/10.1145/3732772.3733512">https://doi.org/10.1145/3732772.3733512</a>.'
  ieee: 'T.-L. Breitkopf, J. Dallot, A. El-Hayek, and S. Schmid, “Brief announcement:
    Minimizing energy solves relative majority with a cubic number of states in population
    protocols,” in <i>Proceedings of the ACM Symposium on Principles of Distributed
    Computing</i>, Huatulco, Mexico, 2025, pp. 549–552.'
  ista: 'Breitkopf T-L, Dallot J, El-Hayek A, Schmid S. 2025. Brief announcement:
    Minimizing energy solves relative majority with a cubic number of states in population
    protocols. Proceedings of the ACM Symposium on Principles of Distributed Computing.
    PODC: Symposium on Principles of Distributed Computing, 549–552.'
  mla: 'Breitkopf, Tom-Lukas, et al. “Brief Announcement: Minimizing Energy Solves
    Relative Majority with a Cubic Number of States in Population Protocols.” <i>Proceedings
    of the ACM Symposium on Principles of Distributed Computing</i>, Association for
    Computing Machinery, 2025, pp. 549–52, doi:<a href="https://doi.org/10.1145/3732772.3733512">10.1145/3732772.3733512</a>.'
  short: T.-L. Breitkopf, J. Dallot, A. El-Hayek, S. Schmid, in:, Proceedings of the
    ACM Symposium on Principles of Distributed Computing, Association for Computing
    Machinery, 2025, pp. 549–552.
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: 2025-07-21T08:17:04Z
date_published: 2025-06-13T00:00:00Z
date_updated: 2026-02-16T11:46:37Z
day: '13'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.1145/3732772.3733512
ec_funded: 1
external_id:
  isi:
  - '001525534800069'
file:
- access_level: open_access
  checksum: e99679ffb28877b7cea4d54860302790
  content_type: application/pdf
  creator: dernst
  date_created: 2025-08-05T07:32:01Z
  date_updated: 2025-08-05T07:32:01Z
  file_id: '20123'
  file_name: 2025_PODC_Breitkopf.pdf
  file_size: 549706
  relation: main_file
  success: 1
file_date_updated: 2025-08-05T07:32:01Z
fulldoi: https://doi.org/10.1145/3732772.3733512
has_accepted_license: '1'
isi: 1
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: 549-552
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: 'Brief announcement: Minimizing energy solves relative majority with a cubic
  number of states in population protocols'
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'
...
---
OA_place: repository
OA_type: green
_id: '20301'
abstract:
- lang: eng
  text: "We study privately releasing column sums of a d-dimensional table with entries
    from a universe χ undergoing T row updates, called histogram under continual release.
    Our mechanisms give better additive ℓ∞-error than existing mechanisms for a large
    class of queries and input streams. Our first contribution is an output-sensitive
    mechanism in the insertions-only model (χ = {0, 1}) for maintaining (i) the histogram
    or (ii) queries that do not require maintaining the entire histogram, such as
    the maximum or minimum column sum, the median, or any quantiles. The mechanism
    has an additive error of O(d log2 (dq∗) + log T) whp, where q∗ is the maximum
    output value over all time steps on this dataset. The mechanism does not require
    q∗ as input. This breaks the Ω(d log T) bound of prior work when q∗ ≪ T. Our second
    contribution is a mechanism for the turnstile model that admits negative entry
    updates (χ = {−1, 0, 1}). This mechanism has an additive error of O(d log2(dK)
    + log T) whp, where K is the number of times two consecutive data rows differ,
    and the mechanism does not require K as input. This is useful when monitoring
    inputs that only vary under unusual circumstances. For d = 1 this gives the first\r\nprivate
    mechanism with error O(log2 K + log T) for continual counting in the turnstile
    model, improving on the O(log2 n + log T) error bound by Dwork et al. (2015),
    where n is the number of ones in the stream, as well as allowing negative entries,
    while Dwork et al. (2015) can only handle nonnegative entries (χ = {0, 1}). "
acknowledgement: "MH: 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/Z422,
  grant DOI 10.55776/I5982, and grant DOI 10.55776/P33775 with additional funding
  from the netidee SCIENCE Stiftung, 2020–2024. TAS: This work was supported by a
  research grant (VIL51463)\r\nfrom VILLUM FONDEN."
alternative_title:
- PMLR
article_processing_charge: No
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: A. R.
  full_name: Sricharan, A. R.
  last_name: Sricharan
- first_name: Teresa Anna
  full_name: Steiner, Teresa Anna
  last_name: Steiner
citation:
  ama: 'Henzinger M, Sricharan AR, Steiner TA. Differentially private continual release
    of histograms and related queries. In: <i>The 28th International Conference on
    Artificial Intelligence and Statistics</i>. Vol 258. ML Research Press; 2025:1990-1998.'
  apa: 'Henzinger, M., Sricharan, A. R., &#38; Steiner, T. A. (2025). Differentially
    private continual release of histograms and related queries. In <i>The 28th International
    Conference on Artificial Intelligence and Statistics</i> (Vol. 258, pp. 1990–1998).
    Mai Khao, Thailand: ML Research Press.'
  chicago: Henzinger, Monika, A. R. Sricharan, and Teresa Anna Steiner. “Differentially
    Private Continual Release of Histograms and Related Queries.” In <i>The 28th International
    Conference on Artificial Intelligence and Statistics</i>, 258:1990–98. ML Research
    Press, 2025.
  ieee: M. Henzinger, A. R. Sricharan, and T. A. Steiner, “Differentially private
    continual release of histograms and related queries,” in <i>The 28th International
    Conference on Artificial Intelligence and Statistics</i>, Mai Khao, Thailand,
    2025, vol. 258, pp. 1990–1998.
  ista: 'Henzinger M, Sricharan AR, Steiner TA. 2025. Differentially private continual
    release of histograms and related queries. The 28th International Conference on
    Artificial Intelligence and Statistics. AISTATS: Conference on Artificial Intelligence
    and Statistics, PMLR, vol. 258, 1990–1998.'
  mla: Henzinger, Monika, et al. “Differentially Private Continual Release of Histograms
    and Related Queries.” <i>The 28th International Conference on Artificial Intelligence
    and Statistics</i>, vol. 258, ML Research Press, 2025, pp. 1990–98.
  short: M. Henzinger, A.R. Sricharan, T.A. Steiner, in:, The 28th International Conference
    on Artificial Intelligence and Statistics, ML Research Press, 2025, pp. 1990–1998.
conference:
  end_date: 2025-05-05
  location: Mai Khao, Thailand
  name: 'AISTATS: Conference on Artificial Intelligence and Statistics'
  start_date: 2025-05-03
date_created: 2025-09-07T22:01:35Z
date_published: 2025-05-01T00:00:00Z
date_updated: 2025-09-09T07:09:22Z
day: '01'
department:
- _id: MoHe
ec_funded: 1
external_id:
  arxiv:
  - '2302.11341'
intvolume: '       258'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2302.11341
month: '05'
oa: 1
oa_version: Preprint
page: 1990-1998
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: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _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: The 28th International Conference on Artificial Intelligence and Statistics
publication_identifier:
  eissn:
  - 2640-3498
publication_status: published
publisher: ML Research Press
quality_controlled: '1'
scopus_import: '1'
status: public
title: Differentially private continual release of histograms and related queries
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 258
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '20534'
abstract:
- lang: eng
  text: "A non-trivial minimum cut (NMC) sparsifier is a multigraph Ĝ that preserves
    all non-trivial minimum cuts of a given undirected graph G. We introduce a flexible
    data structure for fully dynamic graphs that can efficiently provide an NMC sparsifier
    upon request at any point during the sequence of updates. We employ simple dynamic
    forest data structures to achieve a fast from-scratch construction of the sparsifier
    at query time. Based on the strength of the adversary and desired type of time
    bounds, the data structure comes with different guarantees. Specifically, let
    G be a fully dynamic simple graph with n vertices and minimum degree δ. Then our
    data structure supports an insertion/deletion of an edge to/from G in n^o(1) worst-case
    time. Furthermore, upon request, it can return w.h.p. an NMC sparsifier of G that
    has O(n/δ) vertices and O(n) edges, in Ô(n) time. The probabilistic guarantees
    hold against an adaptive adversary. Alternatively, the update and query times
    can be improved to Õ(1) and Õ(n) respectively, if amortized-time guarantees
    are sufficient, or if the adversary is oblivious. Throughout the paper, we use
    Õ to hide polylogarithmic factors and Ô to hide subpolynomial (i.e., n^o(1))
    factors.\r\nWe discuss two applications of our new data structure. First, it can
    be used to efficiently report a cactus representation of all minimum cuts of a
    fully dynamic simple graph. Building this cactus for the NMC sparsifier instead
    of the original graph allows for a construction time that is sublinear in the
    number of edges. Against an adaptive adversary, we can with high probability output
    the cactus representation in worst-case Ô(n) time. Second, our data structure
    allows us to efficiently compute the maximal k-edge-connected subgraphs of undirected
    simple graphs, by repeatedly applying a minimum cut algorithm on the NMC sparsifier.
    Specifically, we can compute with high probability the maximal k-edge-connected
    subgraphs of a simple graph with n vertices and m edges in Õ(m+n²/k) time. This
    improves the best known time bounds for k = Ω(n^{1/8}) and naturally extends to
    the case of fully dynamic graphs."
acknowledgement: 'Monika Henzinger and Evangelos Kosinas: 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 https://www.doi.org/10.55776/Z422 and grant https://www.doi.org/10.55776/I5982.
  Harald Räcke and Robin Münk: This project has received funding from the Deutsche
  Forschungsgemeinschaft (DFG, German Research Foundation) – 498605858.'
article_number: '36'
article_processing_charge: No
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Evangelos
  full_name: Kosinas, Evangelos
  id: 4c7f9625-dbbc-11ee-9d86-bdcc2db5a949
  last_name: Kosinas
- first_name: Robin
  full_name: Münk, Robin
  last_name: Münk
- first_name: Harald
  full_name: Räcke, Harald
  last_name: Räcke
citation:
  ama: 'Henzinger M, Kosinas E, Münk R, Räcke H. Efficient contractions of dynamic
    graphs - with applications. In: <i>33rd Annual European Symposium on Algorithms</i>.
    Vol 351. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2025. doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2025.36">10.4230/LIPIcs.ESA.2025.36</a>'
  apa: 'Henzinger, M., Kosinas, E., Münk, R., &#38; Räcke, H. (2025). Efficient contractions
    of dynamic graphs - with applications. In <i>33rd Annual European Symposium on
    Algorithms</i> (Vol. 351). Warsaw, Poland: Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik. <a href="https://doi.org/10.4230/LIPIcs.ESA.2025.36">https://doi.org/10.4230/LIPIcs.ESA.2025.36</a>'
  chicago: Henzinger, Monika, Evangelos Kosinas, Robin Münk, and Harald Räcke. “Efficient
    Contractions of Dynamic Graphs - with Applications.” In <i>33rd Annual European
    Symposium on Algorithms</i>, Vol. 351. Schloss Dagstuhl - Leibniz-Zentrum für
    Informatik, 2025. <a href="https://doi.org/10.4230/LIPIcs.ESA.2025.36">https://doi.org/10.4230/LIPIcs.ESA.2025.36</a>.
  ieee: M. Henzinger, E. Kosinas, R. Münk, and H. Räcke, “Efficient contractions of
    dynamic graphs - with applications,” in <i>33rd Annual European Symposium on Algorithms</i>,
    Warsaw, Poland, 2025, vol. 351.
  ista: 'Henzinger M, Kosinas E, Münk R, Räcke H. 2025. Efficient contractions of
    dynamic graphs - with applications. 33rd Annual European Symposium on Algorithms.
    ESA: European Symposium on Algorithms vol. 351, 36.'
  mla: Henzinger, Monika, et al. “Efficient Contractions of Dynamic Graphs - with
    Applications.” <i>33rd Annual European Symposium on Algorithms</i>, vol. 351,
    36, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2025, doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2025.36">10.4230/LIPIcs.ESA.2025.36</a>.
  short: M. Henzinger, E. Kosinas, R. Münk, H. Räcke, in:, 33rd Annual European Symposium
    on Algorithms, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2025.
conference:
  end_date: 2025-09-17
  location: Warsaw, Poland
  name: 'ESA: European Symposium on Algorithms'
  start_date: 2025-09-15
corr_author: '1'
date_created: 2025-10-26T23:01:34Z
date_published: 2025-10-01T00:00:00Z
date_updated: 2025-10-27T08:05:46Z
day: '01'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.4230/LIPIcs.ESA.2025.36
ec_funded: 1
external_id:
  arxiv:
  - '2509.05157'
file:
- access_level: open_access
  checksum: d2daf9a467e96fb5e7084a8a85321776
  content_type: application/pdf
  creator: dernst
  date_created: 2025-10-27T08:03:36Z
  date_updated: 2025-10-27T08:03:36Z
  file_id: '20542'
  file_name: 2025_LIPIcs.ESA_HenzingerM.pdf
  file_size: 934846
  relation: main_file
  success: 1
file_date_updated: 2025-10-27T08:03:36Z
fulldoi: https://doi.org/10.4230/LIPIcs.ESA.2025.36
has_accepted_license: '1'
intvolume: '       351'
language:
- iso: eng
month: '10'
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: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
publication: 33rd Annual European Symposium on Algorithms
publication_identifier:
  isbn:
  - '9783959773959'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: Efficient contractions of dynamic graphs - with applications
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
volume: 351
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '20535'
abstract:
- lang: eng
  text: "Many differentially private and classical non-private graph algorithms rely
    crucially on determining whether some property of each vertex meets a threshold.
    For example, for the k-core decomposition problem, the classic peeling algorithm
    iteratively removes a vertex if its induced degree falls below a threshold. The
    sparse vector technique (SVT) is generally used to transform non-private threshold
    queries into private ones with only a small additive loss in accuracy. However,
    a naive application of SVT in the graph setting leads to an amplification of the
    error by a factor of n due to composition, as SVT is applied to every vertex.
    In this paper, we resolve this problem by formulating a novel generalized sparse
    vector technique which we call the Multidimensional AboveThreshold (MAT) Mechanism
    which generalizes SVT (applied to vectors with one dimension) to vectors with
    multiple dimensions. When applied to vectors with n dimensions, we solve a number
    of important graph problems with better bounds than previous work.\r\nSpecifically,
    we apply our MAT mechanism to obtain a set of improved bounds for a variety of
    problems including k-core decomposition, densest subgraph, low out-degree ordering,
    and vertex coloring. We give a tight local edge differentially private (LEDP)
    algorithm for k-core decomposition that results in an approximation with O(ε^{-1}
    log n) additive error and no multiplicative error in O(n) rounds. We also give
    a new (2+η)-factor multiplicative, O(ε^{-1} log n) additive error algorithm in
    O(log² n) rounds for any constant η > 0. Both of these results are asymptotically
    tight against our new lower bound of Ω(log n) for any constant-factor approximation
    algorithm for k-core decomposition. Our new algorithms for k-core decomposition
    also directly lead to new algorithms for the related problems of densest subgraph
    and low out-degree ordering. Finally, we give novel LEDP differentially private
    defective coloring algorithms that use number of colors given in terms of the
    arboricity of the graph."
acknowledgement: "Monika Henzinger and A. R. Sricharan: This project has received
  funding from the European Research Council (ERC) under the European Union’s Horizon
  2020 research and innovation\r\nprogramme (MoDynStruct, No. 101019564) and the Austrian
  Science Fund (FWF) grant DOI\r\n10.55776/Z422 and grant DOI 10.55776/I5982. Laxman
  Dhulipala and George Z. Li: supported by NSF award number CNS-2317194. Quanquan
  C. Liu: supported by a Google Academic Research Award and by an NSF award number
  CCF-2453323."
alternative_title:
- LIPIcs
article_number: '91'
article_processing_charge: No
arxiv: 1
author:
- first_name: Laxman
  full_name: Dhulipala, Laxman
  last_name: Dhulipala
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: George Z.
  full_name: Li, George Z.
  last_name: Li
- first_name: Quanquan C.
  full_name: Liu, Quanquan C.
  last_name: Liu
- first_name: A. R.
  full_name: Sricharan, A. R.
  last_name: Sricharan
- first_name: Leqi
  full_name: Zhu, Leqi
  id: a2117c59-cee4-11ed-b9d0-874ecf0f8ac5
  last_name: Zhu
citation:
  ama: 'Dhulipala L, Henzinger M, Li GZ, Liu QC, Sricharan AR, Zhu L. Near-optimal
    differentially private graph algorithms via the Multidimensional AboveThreshold
    Mechanism. In: <i>33rd Annual European Symposium on Algorithms</i>. Vol 351. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik; 2025. doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2025.91">10.4230/LIPIcs.ESA.2025.91</a>'
  apa: 'Dhulipala, L., Henzinger, M., Li, G. Z., Liu, Q. C., Sricharan, A. R., &#38;
    Zhu, L. (2025). Near-optimal differentially private graph algorithms via the Multidimensional
    AboveThreshold Mechanism. In <i>33rd Annual European Symposium on Algorithms</i>
    (Vol. 351). Warsaw, Poland: Schloss Dagstuhl - Leibniz-Zentrum für Informatik.
    <a href="https://doi.org/10.4230/LIPIcs.ESA.2025.91">https://doi.org/10.4230/LIPIcs.ESA.2025.91</a>'
  chicago: Dhulipala, Laxman, Monika Henzinger, George Z. Li, Quanquan C. Liu, A.
    R. Sricharan, and Leqi Zhu. “Near-Optimal Differentially Private Graph Algorithms
    via the Multidimensional AboveThreshold Mechanism.” In <i>33rd Annual European
    Symposium on Algorithms</i>, Vol. 351. Schloss Dagstuhl - Leibniz-Zentrum für
    Informatik, 2025. <a href="https://doi.org/10.4230/LIPIcs.ESA.2025.91">https://doi.org/10.4230/LIPIcs.ESA.2025.91</a>.
  ieee: L. Dhulipala, M. Henzinger, G. Z. Li, Q. C. Liu, A. R. Sricharan, and L. Zhu,
    “Near-optimal differentially private graph algorithms via the Multidimensional
    AboveThreshold Mechanism,” in <i>33rd Annual European Symposium on Algorithms</i>,
    Warsaw, Poland, 2025, vol. 351.
  ista: 'Dhulipala L, Henzinger M, Li GZ, Liu QC, Sricharan AR, Zhu L. 2025. Near-optimal
    differentially private graph algorithms via the Multidimensional AboveThreshold
    Mechanism. 33rd Annual European Symposium on Algorithms. ESA: European Symposium
    on Algorithms, LIPIcs, vol. 351, 91.'
  mla: Dhulipala, Laxman, et al. “Near-Optimal Differentially Private Graph Algorithms
    via the Multidimensional AboveThreshold Mechanism.” <i>33rd Annual European Symposium
    on Algorithms</i>, vol. 351, 91, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2025, doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2025.91">10.4230/LIPIcs.ESA.2025.91</a>.
  short: L. Dhulipala, M. Henzinger, G.Z. Li, Q.C. Liu, A.R. Sricharan, L. Zhu, in:,
    33rd Annual European Symposium on Algorithms, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2025.
conference:
  end_date: 2025-09-17
  location: Warsaw, Poland
  name: 'ESA: European Symposium on Algorithms'
  start_date: 2025-09-15
corr_author: '1'
date_created: 2025-10-26T23:01:35Z
date_published: 2025-10-01T00:00:00Z
date_updated: 2025-10-27T07:02:06Z
day: '01'
ddc:
- '000'
department:
- _id: MoHe
doi: 10.4230/LIPIcs.ESA.2025.91
ec_funded: 1
external_id:
  arxiv:
  - '2508.02182'
file:
- access_level: open_access
  checksum: 19146e935b5b6ad5d33c8d08280ad8e7
  content_type: application/pdf
  creator: dernst
  date_created: 2025-10-27T06:58:43Z
  date_updated: 2025-10-27T06:58:43Z
  file_id: '20539'
  file_name: 2025_LIPIcs.ESA_Dhulipala.pdf
  file_size: 870317
  relation: main_file
  success: 1
file_date_updated: 2025-10-27T06:58:43Z
fulldoi: https://doi.org/10.4230/LIPIcs.ESA.2025.91
has_accepted_license: '1'
intvolume: '       351'
language:
- iso: eng
month: '10'
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: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
publication: 33rd Annual European Symposium on Algorithms
publication_identifier:
  isbn:
  - '9783959773959'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: Near-optimal differentially private graph algorithms via the Multidimensional
  AboveThreshold Mechanism
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
volume: 351
year: '2025'
...
---
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: 2026-07-24T12:48:28Z
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
fulldoi: https://doi.org/10.1145/3732772.3733505
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'
related_material:
  record:
  - id: '22281'
    relation: dissertation_contains
    status: public
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'
...
---
OA_place: repository
OA_type: green
_id: '19982'
abstract:
- lang: eng
  text: "Dynamically maintaining the minimum cut in a graph G under edge insertions
    and deletion is a fundamental problem in dynamic graph algorithms for which no
    conditional lower bound on the time per operation exists. In an n-node graph the
    best known (1 + o (1))-approximate algorithm takes  update time [14]. If the minimum
    cut is guaranteed to be (log n )o (1), a deterministic exact algorithm with n
    o (1) update time exists [8].\r\nWe present the first fully dynamic algorithm
    for (1 + o (1))-approximate minimum cut with n o(1) update time. Our main technical
    contribution is to show that it suffices to consider small-volume cuts in suitably
    contracted graphs."
acknowledgement: This project has received funding from the European Research Council
  (ERC) under the European Union’sHorizon 2020 research and innovation programme (MoDynStruct,
  No. 101019564) and the Austrian Science Fund(FWF) grant DOI 10.55776/Z422, grant
  DOI 10.55776/I5982, and grant DOI 10.55776/P33775 with additional funding from the
  netidee SCIENCE Stiftung, 2020–2024.
article_processing_charge: No
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: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Jason
  full_name: Li, Jason
  last_name: Li
citation:
  ama: 'El-Hayek A, Henzinger M, Li J. Fully dynamic approximate minimum cut in subpolynomial
    time per operation. In: <i>Proceedings of the 2025 Annual ACM-SIAM Symposium on
    Discrete Algorithms</i>. Society for Industrial and Applied Mathematics; 2025:750-784.
    doi:<a href="https://doi.org/10.1137/1.9781611978322.22">10.1137/1.9781611978322.22</a>'
  apa: 'El-Hayek, A., Henzinger, M., &#38; Li, J. (2025). Fully dynamic approximate
    minimum cut in subpolynomial time per operation. In <i>Proceedings of the 2025
    Annual ACM-SIAM Symposium on Discrete Algorithms</i> (pp. 750–784). New Orleans,
    LA, United States: Society for Industrial and Applied Mathematics. <a href="https://doi.org/10.1137/1.9781611978322.22">https://doi.org/10.1137/1.9781611978322.22</a>'
  chicago: El-Hayek, Antoine, Monika Henzinger, and Jason Li. “Fully Dynamic Approximate
    Minimum Cut in Subpolynomial Time per Operation.” In <i>Proceedings of the 2025
    Annual ACM-SIAM Symposium on Discrete Algorithms</i>, 750–84. Society for Industrial
    and Applied Mathematics, 2025. <a href="https://doi.org/10.1137/1.9781611978322.22">https://doi.org/10.1137/1.9781611978322.22</a>.
  ieee: A. El-Hayek, M. Henzinger, and J. Li, “Fully dynamic approximate minimum cut
    in subpolynomial time per operation,” in <i>Proceedings of the 2025 Annual ACM-SIAM
    Symposium on Discrete Algorithms</i>, New Orleans, LA, United States, 2025, pp.
    750–784.
  ista: 'El-Hayek A, Henzinger M, Li J. 2025. Fully dynamic approximate minimum cut
    in subpolynomial time per operation. Proceedings of the 2025 Annual ACM-SIAM Symposium
    on Discrete Algorithms. SODA: Symposium on Discrete Algorithms, 750–784.'
  mla: El-Hayek, Antoine, et al. “Fully Dynamic Approximate Minimum Cut in Subpolynomial
    Time per Operation.” <i>Proceedings of the 2025 Annual ACM-SIAM Symposium on Discrete
    Algorithms</i>, Society for Industrial and Applied Mathematics, 2025, pp. 750–84,
    doi:<a href="https://doi.org/10.1137/1.9781611978322.22">10.1137/1.9781611978322.22</a>.
  short: A. El-Hayek, M. Henzinger, J. Li, in:, Proceedings of the 2025 Annual ACM-SIAM
    Symposium on Discrete Algorithms, Society for Industrial and Applied Mathematics,
    2025, pp. 750–784.
conference:
  end_date: 2025-01-15
  location: New Orleans, LA, United States
  name: 'SODA: Symposium on Discrete Algorithms'
  start_date: 2025-01-12
corr_author: '1'
date_created: 2025-07-10T13:08:57Z
date_published: 2025-01-07T00:00:00Z
date_updated: 2026-07-24T12:48:28Z
day: '07'
department:
- _id: MoHe
doi: 10.1137/1.9781611978322.22
ec_funded: 1
external_id:
  arxiv:
  - '2412.15069'
fulldoi: https://doi.org/10.1137/1.9781611978322.22
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2412.15069
month: '01'
oa: 1
oa_version: Preprint
page: 750-784
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: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _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 2025 Annual ACM-SIAM Symposium on Discrete Algorithms
publication_identifier:
  eisbn:
  - '9781611978322'
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
related_material:
  record:
  - id: '22281'
    relation: dissertation_contains
    status: public
status: public
title: Fully dynamic approximate minimum cut in subpolynomial time per operation
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '21280'
abstract:
- lang: eng
  text: We give an algorithm that, with high probability, maintains a (1-ε)-approximate
    s-t maximum flow in undirected, uncapacitated n-vertex graphs undergoing m edge
    insertions in Õ(m+ n F^*/ε) total update time, where F^{*} is the maximum flow
    on the final graph. This is the first algorithm to achieve polylogarithmic amortized
    update time for dense graphs (m = Ω(n²)), and more generally, for graphs where
    F^* = Õ(m/n). At the heart of our incremental algorithm is the residual graph
    sparsification technique of Karger and Levine [SICOMP '15], originally designed
    for computing exact maximum flows in the static setting. Our main contributions
    are (i) showing how to maintain such sparsifiers for approximate maximum flows
    in the incremental setting and (ii) generalizing the cut sparsification framework
    of Fung et al. [SICOMP '19] from undirected graphs to balanced directed graphs.
acknowledgement: "Monika Henzinger and A. R. Sricharan: This project has received
  funding from the European Research Council (ERC) under the European Union’s Horizon
  2020 research and innovation\r\nprogramme (MoDynStruct, No. 101019564) and the Austrian
  Science Fund (FWF) grant DOI\r\n10.55776/Z422, grant DOI 10.55776/I5982, and grant
  DOI 10.55776/P33775 with additional funding from the netidee SCIENCE Stiftung, 2020–2024.
  Harald Räcke: This project has received funding from the Deutsche Forschungsgemeinschaft
  (DFG, German Research Foundation) – 498605858 and 470029389."
alternative_title:
- LIPIcs
article_processing_charge: No
arxiv: 1
author:
- first_name: Gramoz
  full_name: Goranci, Gramoz
  last_name: Goranci
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Harald
  full_name: Räcke, Harald
  last_name: Räcke
- first_name: A.
  full_name: Sricharan, A.
  last_name: Sricharan
citation:
  ama: 'Goranci G, Henzinger M, Räcke H, Sricharan A. Incremental approximate maximum
    flow via residual graph sparsification. In: <i>52nd International Colloquium on
    Automata, Languages, and Programming</i>. Vol 334. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik; 2025:91:1-91:20. doi:<a href="https://doi.org/10.4230/lipics.icalp.2025.91">10.4230/lipics.icalp.2025.91</a>'
  apa: 'Goranci, G., Henzinger, M., Räcke, H., &#38; Sricharan, A. (2025). Incremental
    approximate maximum flow via residual graph sparsification. In <i>52nd International
    Colloquium on Automata, Languages, and Programming</i> (Vol. 334, p. 91:1-91:20).
    Aarhus, Denmark: Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/lipics.icalp.2025.91">https://doi.org/10.4230/lipics.icalp.2025.91</a>'
  chicago: Goranci, Gramoz, Monika Henzinger, Harald Räcke, and A. Sricharan. “Incremental
    Approximate Maximum Flow via Residual Graph Sparsification.” In <i>52nd International
    Colloquium on Automata, Languages, and Programming</i>, 334:91:1-91:20. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2025. <a href="https://doi.org/10.4230/lipics.icalp.2025.91">https://doi.org/10.4230/lipics.icalp.2025.91</a>.
  ieee: G. Goranci, M. Henzinger, H. Räcke, and A. Sricharan, “Incremental approximate
    maximum flow via residual graph sparsification,” in <i>52nd International Colloquium
    on Automata, Languages, and Programming</i>, Aarhus, Denmark, 2025, vol. 334,
    p. 91:1-91:20.
  ista: 'Goranci G, Henzinger M, Räcke H, Sricharan A. 2025. Incremental approximate
    maximum flow via residual graph sparsification. 52nd International Colloquium
    on Automata, Languages, and Programming. ICALP: Automata, Languages and Programming,
    LIPIcs, vol. 334, 91:1-91:20.'
  mla: Goranci, Gramoz, et al. “Incremental Approximate Maximum Flow via Residual
    Graph Sparsification.” <i>52nd International Colloquium on Automata, Languages,
    and Programming</i>, vol. 334, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2025, p. 91:1-91:20, doi:<a href="https://doi.org/10.4230/lipics.icalp.2025.91">10.4230/lipics.icalp.2025.91</a>.
  short: G. Goranci, M. Henzinger, H. Räcke, A. Sricharan, in:, 52nd International
    Colloquium on Automata, Languages, and Programming, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2025, p. 91:1-91:20.
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title: Incremental approximate maximum flow via residual graph sparsification
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