---
_id: '14485'
abstract:
- lang: eng
  text: "Batching is a technique that stores multiple keys/values in each node of
    a data structure. In sequential search data structures, batching reduces latency
    by reducing the number of cache misses and shortening the chain of pointers to
    dereference. Applying batching to concurrent data structures is challenging, because
    it is difficult to maintain the search property and keep contention low in the
    presence of batching.\r\nIn this paper, we present a general methodology for leveraging
    batching in concurrent search data structures, called BatchBoost. BatchBoost builds
    a search data structure from distinct \"data\" and \"index\" layers. The data
    layer’s purpose is to store a batch of key/value pairs in each of its nodes. The
    index layer uses an unmodified concurrent search data structure to route operations
    to a position in the data layer that is \"close\" to where the corresponding key
    should exist. The requirements on the index and data layers are low: with minimal
    effort, we were able to compose three highly scalable concurrent search data structures
    based on three original data structures as the index layers with a batched version
    of the Lazy List as the data layer. The resulting BatchBoost data structures provide
    significant performance improvements over their original counterparts."
alternative_title:
- LIPIcs
article_number: '35'
article_processing_charge: Yes
author:
- first_name: Vitaly
  full_name: Aksenov, Vitaly
  last_name: Aksenov
- first_name: Michael
  full_name: Anoprenko, Michael
  last_name: Anoprenko
- first_name: Alexander
  full_name: Fedorov, Alexander
  id: 2e711909-896a-11ed-bdf8-eb0f5a2984c6
  last_name: Fedorov
- first_name: Michael
  full_name: Spear, Michael
  last_name: Spear
citation:
  ama: 'Aksenov V, Anoprenko M, Fedorov A, Spear M. Brief announcement: BatchBoost:
    Universal batching for concurrent data structures. In: <i>37th International Symposium
    on Distributed Computing</i>. Vol 281. Schloss Dagstuhl - Leibniz-Zentrum für
    Informatik; 2023. doi:<a href="https://doi.org/10.4230/LIPIcs.DISC.2023.35">10.4230/LIPIcs.DISC.2023.35</a>'
  apa: 'Aksenov, V., Anoprenko, M., Fedorov, A., &#38; Spear, M. (2023). Brief announcement:
    BatchBoost: Universal batching for concurrent data structures. In <i>37th International
    Symposium on Distributed Computing</i> (Vol. 281). L’Aquila, Italy: Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.DISC.2023.35">https://doi.org/10.4230/LIPIcs.DISC.2023.35</a>'
  chicago: 'Aksenov, Vitaly, Michael Anoprenko, Alexander Fedorov, and Michael Spear.
    “Brief Announcement: BatchBoost: Universal Batching for Concurrent Data Structures.”
    In <i>37th International Symposium on Distributed Computing</i>, Vol. 281. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2023. <a href="https://doi.org/10.4230/LIPIcs.DISC.2023.35">https://doi.org/10.4230/LIPIcs.DISC.2023.35</a>.'
  ieee: 'V. Aksenov, M. Anoprenko, A. Fedorov, and M. Spear, “Brief announcement:
    BatchBoost: Universal batching for concurrent data structures,” in <i>37th International
    Symposium on Distributed Computing</i>, L’Aquila, Italy, 2023, vol. 281.'
  ista: 'Aksenov V, Anoprenko M, Fedorov A, Spear M. 2023. Brief announcement: BatchBoost:
    Universal batching for concurrent data structures. 37th International Symposium
    on Distributed Computing. DISC: Symposium on Distributed Computing, LIPIcs, vol.
    281, 35.'
  mla: 'Aksenov, Vitaly, et al. “Brief Announcement: BatchBoost: Universal Batching
    for Concurrent Data Structures.” <i>37th International Symposium on Distributed
    Computing</i>, vol. 281, 35, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2023, doi:<a href="https://doi.org/10.4230/LIPIcs.DISC.2023.35">10.4230/LIPIcs.DISC.2023.35</a>.'
  short: V. Aksenov, M. Anoprenko, A. Fedorov, M. Spear, in:, 37th International Symposium
    on Distributed Computing, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2023.
conference:
  end_date: 2023-10-13
  location: L'Aquila, Italy
  name: 'DISC: Symposium on Distributed Computing'
  start_date: 2023-10-09
date_created: 2023-11-05T23:00:53Z
date_published: 2023-10-01T00:00:00Z
date_updated: 2023-11-07T07:48:01Z
day: '01'
ddc:
- '000'
department:
- _id: GradSch
doi: 10.4230/LIPIcs.DISC.2023.35
file:
- access_level: open_access
  checksum: d9f8d2915cccdf2df5905b7cd1b4a560
  content_type: application/pdf
  creator: dernst
  date_created: 2023-11-06T11:45:21Z
  date_updated: 2023-11-06T11:45:21Z
  file_id: '14492'
  file_name: 2023_LIPIcs_Aksenov.pdf
  file_size: 646665
  relation: main_file
  success: 1
file_date_updated: 2023-11-06T11:45:21Z
has_accepted_license: '1'
intvolume: '       281'
language:
- iso: eng
license: https://creativecommons.org/licenses/by/4.0/
month: '10'
oa: 1
oa_version: Published Version
publication: 37th International Symposium on Distributed Computing
publication_identifier:
  isbn:
  - '9783959773010'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Brief announcement: BatchBoost: Universal batching for concurrent data structures'
tmp:
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  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: 281
year: '2023'
...
---
_id: '14995'
abstract:
- lang: eng
  text: "Lincheck is a new practical and user-friendly framework for testing concurrent
    data structures on the Java Virtual Machine (JVM). It provides a simple and declarative
    way to write concurrent tests. Instead of describing how to perform the test,
    users specify what to test by declaring all the operations to examine; the framework
    automatically handles the rest. As a result, tests written with Lincheck are concise
    and easy to understand. \r\nThe artifact presents a collection of Lincheck tests
    that discover new bugs in popular libraries and implementations from the concurrency
    literature -- they are listed in Table 1, Section 3. To evaluate the performance
    of Lincheck analysis, the collection of tests also includes those which check
    correct data structures and, thus, always succeed. Similarly to Table 2, Section
    3, the experiments demonstrate the reasonable time to perform a test. Finally,
    Lincheck provides user-friendly output with an easy-to-follow trace to reproduce
    a detected error, significantly simplifying further investigation."
article_processing_charge: No
author:
- first_name: Nikita
  full_name: Koval, Nikita
  id: 2F4DB10C-F248-11E8-B48F-1D18A9856A87
  last_name: Koval
- first_name: Alexander
  full_name: Fedorov, Alexander
  id: 2e711909-896a-11ed-bdf8-eb0f5a2984c6
  last_name: Fedorov
- first_name: Maria
  full_name: Sokolova, Maria
  last_name: Sokolova
- first_name: Dmitry
  full_name: Tsitelov, Dmitry
  last_name: Tsitelov
- first_name: Dan-Adrian
  full_name: Alistarh, Dan-Adrian
  id: 4A899BFC-F248-11E8-B48F-1D18A9856A87
  last_name: Alistarh
  orcid: 0000-0003-3650-940X
citation:
  ama: 'Koval N, Fedorov A, Sokolova M, Tsitelov D, Alistarh D-A. Lincheck: A practical
    framework for testing concurrent data structures on JVM. 2023. doi:<a href="https://doi.org/10.5281/ZENODO.7877757">10.5281/ZENODO.7877757</a>'
  apa: 'Koval, N., Fedorov, A., Sokolova, M., Tsitelov, D., &#38; Alistarh, D.-A.
    (2023). Lincheck: A practical framework for testing concurrent data structures
    on JVM. Zenodo. <a href="https://doi.org/10.5281/ZENODO.7877757">https://doi.org/10.5281/ZENODO.7877757</a>'
  chicago: 'Koval, Nikita, Alexander Fedorov, Maria Sokolova, Dmitry Tsitelov, and
    Dan-Adrian Alistarh. “Lincheck: A Practical Framework for Testing Concurrent Data
    Structures on JVM.” Zenodo, 2023. <a href="https://doi.org/10.5281/ZENODO.7877757">https://doi.org/10.5281/ZENODO.7877757</a>.'
  ieee: 'N. Koval, A. Fedorov, M. Sokolova, D. Tsitelov, and D.-A. Alistarh, “Lincheck:
    A practical framework for testing concurrent data structures on JVM.” Zenodo,
    2023.'
  ista: 'Koval N, Fedorov A, Sokolova M, Tsitelov D, Alistarh D-A. 2023. Lincheck:
    A practical framework for testing concurrent data structures on JVM, Zenodo, <a
    href="https://doi.org/10.5281/ZENODO.7877757">10.5281/ZENODO.7877757</a>.'
  mla: 'Koval, Nikita, et al. <i>Lincheck: A Practical Framework for Testing Concurrent
    Data Structures on JVM</i>. Zenodo, 2023, doi:<a href="https://doi.org/10.5281/ZENODO.7877757">10.5281/ZENODO.7877757</a>.'
  short: N. Koval, A. Fedorov, M. Sokolova, D. Tsitelov, D.-A. Alistarh, (2023).
date_created: 2024-02-14T15:14:13Z
date_published: 2023-04-28T00:00:00Z
date_updated: 2024-02-27T07:46:52Z
day: '28'
ddc:
- '000'
department:
- _id: DaAl
doi: 10.5281/ZENODO.7877757
main_file_link:
- open_access: '1'
  url: https://doi.org/10.5281/zenodo.7877757
month: '04'
oa: 1
oa_version: Published Version
publisher: Zenodo
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status: public
title: 'Lincheck: A practical framework for testing concurrent data structures on
  JVM'
type: research_data_reference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2023'
...
---
_id: '13262'
abstract:
- lang: eng
  text: 'Determining the degree of inherent parallelism in classical sequential algorithms
    and leveraging it for fast parallel execution is a key topic in parallel computing,
    and detailed analyses are known for a wide range of classical algorithms. In this
    paper, we perform the first such analysis for the fundamental Union-Find problem,
    in which we are given a graph as a sequence of edges, and must maintain its connectivity
    structure under edge additions. We prove that classic sequential algorithms for
    this problem are well-parallelizable under reasonable assumptions, addressing
    a conjecture by [Blelloch, 2017]. More precisely, we show via a new potential
    argument that, under uniform random edge ordering, parallel union-find operations
    are unlikely to interfere: T concurrent threads processing the graph in parallel
    will encounter memory contention O(T2 · log |V| · log |E|) times in expectation,
    where |E| and |V| are the number of edges and nodes in the graph, respectively.
    We leverage this result to design a new parallel Union-Find algorithm that is
    both internally deterministic, i.e., its results are guaranteed to match those
    of a sequential execution, but also work-efficient and scalable, as long as the
    number of threads T is O(|E|1 over 3 - ε), for an arbitrarily small constant ε
    > 0, which holds for most large real-world graphs. We present lower bounds which
    show that our analysis is close to optimal, and experimental results suggesting
    that the performance cost of internal determinism is limited.'
article_processing_charge: Yes (in subscription journal)
arxiv: 1
author:
- first_name: Alexander
  full_name: Fedorov, Alexander
  id: 2e711909-896a-11ed-bdf8-eb0f5a2984c6
  last_name: Fedorov
- first_name: Diba
  full_name: Hashemi, Diba
  id: ed9595ea-2f8f-11ee-ba95-d2b546540783
  last_name: Hashemi
- first_name: Giorgi
  full_name: Nadiradze, Giorgi
  id: 3279A00C-F248-11E8-B48F-1D18A9856A87
  last_name: Nadiradze
- first_name: Dan-Adrian
  full_name: Alistarh, Dan-Adrian
  id: 4A899BFC-F248-11E8-B48F-1D18A9856A87
  last_name: Alistarh
  orcid: 0000-0003-3650-940X
citation:
  ama: 'Fedorov A, Hashemi D, Nadiradze G, Alistarh D-A. Provably-efficient and internally-deterministic
    parallel Union-Find. In: <i>Proceedings of the 35th ACM Symposium on Parallelism
    in Algorithms and Architectures</i>. Association for Computing Machinery; 2023:261-271.
    doi:<a href="https://doi.org/10.1145/3558481.3591082">10.1145/3558481.3591082</a>'
  apa: 'Fedorov, A., Hashemi, D., Nadiradze, G., &#38; Alistarh, D.-A. (2023). Provably-efficient
    and internally-deterministic parallel Union-Find. In <i>Proceedings of the 35th
    ACM Symposium on Parallelism in Algorithms and Architectures</i> (pp. 261–271).
    Orlando, FL, United States: Association for Computing Machinery. <a href="https://doi.org/10.1145/3558481.3591082">https://doi.org/10.1145/3558481.3591082</a>'
  chicago: Fedorov, Alexander, Diba Hashemi, Giorgi Nadiradze, and Dan-Adrian Alistarh.
    “Provably-Efficient and Internally-Deterministic Parallel Union-Find.” In <i>Proceedings
    of the 35th ACM Symposium on Parallelism in Algorithms and Architectures</i>,
    261–71. Association for Computing Machinery, 2023. <a href="https://doi.org/10.1145/3558481.3591082">https://doi.org/10.1145/3558481.3591082</a>.
  ieee: A. Fedorov, D. Hashemi, G. Nadiradze, and D.-A. Alistarh, “Provably-efficient
    and internally-deterministic parallel Union-Find,” in <i>Proceedings of the 35th
    ACM Symposium on Parallelism in Algorithms and Architectures</i>, Orlando, FL,
    United States, 2023, pp. 261–271.
  ista: 'Fedorov A, Hashemi D, Nadiradze G, Alistarh D-A. 2023. Provably-efficient
    and internally-deterministic parallel Union-Find. Proceedings of the 35th ACM
    Symposium on Parallelism in Algorithms and Architectures. SPAA: Symposium on Parallelism
    in Algorithms and Architectures, 261–271.'
  mla: Fedorov, Alexander, et al. “Provably-Efficient and Internally-Deterministic
    Parallel Union-Find.” <i>Proceedings of the 35th ACM Symposium on Parallelism
    in Algorithms and Architectures</i>, Association for Computing Machinery, 2023,
    pp. 261–71, doi:<a href="https://doi.org/10.1145/3558481.3591082">10.1145/3558481.3591082</a>.
  short: A. Fedorov, D. Hashemi, G. Nadiradze, D.-A. Alistarh, in:, Proceedings of
    the 35th ACM Symposium on Parallelism in Algorithms and Architectures, Association
    for Computing Machinery, 2023, pp. 261–271.
conference:
  end_date: 2023-06-19
  location: Orlando, FL, United States
  name: 'SPAA: Symposium on Parallelism in Algorithms and Architectures'
  start_date: 2023-06-17
date_created: 2023-07-23T22:01:12Z
date_published: 2023-06-17T00:00:00Z
date_updated: 2023-07-31T10:54:32Z
day: '17'
ddc:
- '000'
department:
- _id: DaAl
- _id: GradSch
doi: 10.1145/3558481.3591082
external_id:
  arxiv:
  - '2304.09331'
file:
- access_level: open_access
  checksum: 72e312aabf0c5248c99b5cd3a88e4c88
  content_type: application/pdf
  creator: dernst
  date_created: 2023-07-31T10:53:08Z
  date_updated: 2023-07-31T10:53:08Z
  file_id: '13334'
  file_name: 2023_SPAA_Fedorov.pdf
  file_size: 2087937
  relation: main_file
  success: 1
file_date_updated: 2023-07-31T10:53:08Z
has_accepted_license: '1'
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: 261-271
publication: Proceedings of the 35th ACM Symposium on Parallelism in Algorithms and
  Architectures
publication_identifier:
  isbn:
  - '9781450395458'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
scopus_import: '1'
status: public
title: Provably-efficient and internally-deterministic parallel Union-Find
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: '2023'
...
---
_id: '14260'
abstract:
- lang: eng
  text: "This paper presents Lincheck, a new practical and user-friendly framework
    for testing concurrent algorithms on the Java Virtual Machine (JVM). Lincheck
    provides a simple and declarative way to write concurrent tests: instead of describing
    how to perform the test, users specify what to test by declaring all the operations
    to examine; the framework automatically handles the rest. As a result, tests written
    with Lincheck are concise and easy to understand. The framework automatically
    generates a set of concurrent scenarios, examines them using stress-testing or
    bounded model checking, and verifies that the results of each invocation are correct.
    Notably, if an error is detected via model checking, Lincheck provides an easy-to-follow
    trace to reproduce it, significantly simplifying the bug investigation.\r\n\r\nTo
    the best of our knowledge, Lincheck is the first production-ready tool on the
    JVM that offers such a simple way of writing concurrent tests, without requiring
    special skills or expertise. We successfully integrated Lincheck in the development
    process of several large projects, such as Kotlin Coroutines, and identified new
    bugs in popular concurrency libraries, such as a race in Java’s standard ConcurrentLinkedDeque
    and a liveliness bug in Java’s AbstractQueuedSynchronizer framework, which is
    used in most of the synchronization primitives. We believe that Lincheck can significantly
    improve the quality and productivity of concurrent algorithms research and development
    and become the state-of-the-art tool for checking their correctness."
alternative_title:
- LNCS
article_processing_charge: Yes (in subscription journal)
author:
- first_name: Nikita
  full_name: Koval, Nikita
  id: 2F4DB10C-F248-11E8-B48F-1D18A9856A87
  last_name: Koval
- first_name: Alexander
  full_name: Fedorov, Alexander
  id: 2e711909-896a-11ed-bdf8-eb0f5a2984c6
  last_name: Fedorov
- first_name: Maria
  full_name: Sokolova, Maria
  last_name: Sokolova
- first_name: Dmitry
  full_name: Tsitelov, Dmitry
  last_name: Tsitelov
- first_name: Dan-Adrian
  full_name: Alistarh, Dan-Adrian
  id: 4A899BFC-F248-11E8-B48F-1D18A9856A87
  last_name: Alistarh
  orcid: 0000-0003-3650-940X
citation:
  ama: 'Koval N, Fedorov A, Sokolova M, Tsitelov D, Alistarh D-A. Lincheck: A practical
    framework for testing concurrent data structures on JVM. In: <i>35th International
    Conference on Computer Aided Verification </i>. Vol 13964. Springer Nature; 2023:156-169.
    doi:<a href="https://doi.org/10.1007/978-3-031-37706-8_8">10.1007/978-3-031-37706-8_8</a>'
  apa: 'Koval, N., Fedorov, A., Sokolova, M., Tsitelov, D., &#38; Alistarh, D.-A.
    (2023). Lincheck: A practical framework for testing concurrent data structures
    on JVM. In <i>35th International Conference on Computer Aided Verification </i>
    (Vol. 13964, pp. 156–169). Paris, France: Springer Nature. <a href="https://doi.org/10.1007/978-3-031-37706-8_8">https://doi.org/10.1007/978-3-031-37706-8_8</a>'
  chicago: 'Koval, Nikita, Alexander Fedorov, Maria Sokolova, Dmitry Tsitelov, and
    Dan-Adrian Alistarh. “Lincheck: A Practical Framework for Testing Concurrent Data
    Structures on JVM.” In <i>35th International Conference on Computer Aided Verification
    </i>, 13964:156–69. Springer Nature, 2023. <a href="https://doi.org/10.1007/978-3-031-37706-8_8">https://doi.org/10.1007/978-3-031-37706-8_8</a>.'
  ieee: 'N. Koval, A. Fedorov, M. Sokolova, D. Tsitelov, and D.-A. Alistarh, “Lincheck:
    A practical framework for testing concurrent data structures on JVM,” in <i>35th
    International Conference on Computer Aided Verification </i>, Paris, France, 2023,
    vol. 13964, pp. 156–169.'
  ista: 'Koval N, Fedorov A, Sokolova M, Tsitelov D, Alistarh D-A. 2023. Lincheck:
    A practical framework for testing concurrent data structures on JVM. 35th International
    Conference on Computer Aided Verification . CAV: Computer Aided Verification,
    LNCS, vol. 13964, 156–169.'
  mla: 'Koval, Nikita, et al. “Lincheck: A Practical Framework for Testing Concurrent
    Data Structures on JVM.” <i>35th International Conference on Computer Aided Verification
    </i>, vol. 13964, Springer Nature, 2023, pp. 156–69, doi:<a href="https://doi.org/10.1007/978-3-031-37706-8_8">10.1007/978-3-031-37706-8_8</a>.'
  short: N. Koval, A. Fedorov, M. Sokolova, D. Tsitelov, D.-A. Alistarh, in:, 35th
    International Conference on Computer Aided Verification , Springer Nature, 2023,
    pp. 156–169.
conference:
  end_date: 2023-07-22
  location: Paris, France
  name: 'CAV: Computer Aided Verification'
  start_date: 2023-07-17
date_created: 2023-09-03T22:01:16Z
date_published: 2023-07-17T00:00:00Z
date_updated: 2024-02-27T07:46:52Z
day: '17'
ddc:
- '000'
department:
- _id: DaAl
- _id: GradSch
doi: 10.1007/978-3-031-37706-8_8
file:
- access_level: open_access
  checksum: c346016393123a0a2338ad4d976f61bc
  content_type: application/pdf
  creator: dernst
  date_created: 2023-09-06T08:16:25Z
  date_updated: 2023-09-06T08:16:25Z
  file_id: '14275'
  file_name: 2023_LNCS_Koval.pdf
  file_size: 421408
  relation: main_file
  success: 1
file_date_updated: 2023-09-06T08:16:25Z
has_accepted_license: '1'
intvolume: '     13964'
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: 156-169
publication: '35th International Conference on Computer Aided Verification '
publication_identifier:
  eissn:
  - 1611-3349
  isbn:
  - '9783031377051'
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
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  - id: '14995'
    relation: research_data
    status: public
scopus_import: '1'
status: public
title: 'Lincheck: A practical framework for testing concurrent data structures on JVM'
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: 13964
year: '2023'
...
---
_id: '12736'
abstract:
- lang: eng
  text: Although a wide variety of handcrafted concurrent data structures have been
    proposed, there is considerable interest in universal approaches (Universal Constructions
    or UCs) for building concurrent data structures. UCs (semi-)automatically convert
    a sequential data structure into a concurrent one. The simplest approach uses
    locks [3, 6] that protect a sequential data structure and allow only one process
    to access it at a time. However, the resulting data structure is blocking. Most
    work on UCs instead focuses on obtaining non-blocking progress guarantees such
    as obstruction-freedom, lock-freedom or wait-freedom. Many non-blocking UCs have
    appeared. Key examples include the seminal wait-free UC [2] by Herlihy, a NUMA-aware
    UC [10] by Yi et al., and an efficient UC for large objects [1] by Fatourou et
    al.
acknowledgement: 'This work was supported by: the Natural Sciences and Engineering
  Research Council of Canada (NSERC) Discovery Program grant: RGPIN-2019-04227, and
  the Canada Foundation for Innovation John R. Evans Leaders Fund (CFI-JELF) with
  equal support from the Ontario Research Fund CFI Leaders Opportunity Fund: 38512.'
article_processing_charge: No
author:
- first_name: Vitaly
  full_name: Aksenov, Vitaly
  last_name: Aksenov
- first_name: Trevor A
  full_name: Brown, Trevor A
  id: 3569F0A0-F248-11E8-B48F-1D18A9856A87
  last_name: Brown
- first_name: Alexander
  full_name: Fedorov, Alexander
  id: 2e711909-896a-11ed-bdf8-eb0f5a2984c6
  last_name: Fedorov
- first_name: Ilya
  full_name: Kokorin, Ilya
  last_name: Kokorin
citation:
  ama: Aksenov V, Brown TA, Fedorov A, Kokorin I. <i>Unexpected Scaling in Path Copying
    Trees</i>. Association for Computing Machinery; 2023:438-440. doi:<a href="https://doi.org/10.1145/3572848.3577512">10.1145/3572848.3577512</a>
  apa: 'Aksenov, V., Brown, T. A., Fedorov, A., &#38; Kokorin, I. (2023). <i>Unexpected
    scaling in path copying trees</i>. <i>Proceedings of the ACM SIGPLAN Symposium
    on Principles and Practice of Parallel Programming</i> (pp. 438–440). Montreal,
    QB, Canada: Association for Computing Machinery. <a href="https://doi.org/10.1145/3572848.3577512">https://doi.org/10.1145/3572848.3577512</a>'
  chicago: Aksenov, Vitaly, Trevor A Brown, Alexander Fedorov, and Ilya Kokorin. <i>Unexpected
    Scaling in Path Copying Trees</i>. <i>Proceedings of the ACM SIGPLAN Symposium
    on Principles and Practice of Parallel Programming</i>. Association for Computing
    Machinery, 2023. <a href="https://doi.org/10.1145/3572848.3577512">https://doi.org/10.1145/3572848.3577512</a>.
  ieee: V. Aksenov, T. A. Brown, A. Fedorov, and I. Kokorin, <i>Unexpected scaling
    in path copying trees</i>. Association for Computing Machinery, 2023, pp. 438–440.
  ista: Aksenov V, Brown TA, Fedorov A, Kokorin I. 2023. Unexpected scaling in path
    copying trees, Association for Computing Machinery,p.
  mla: Aksenov, Vitaly, et al. “Unexpected Scaling in Path Copying Trees.” <i>Proceedings
    of the ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming</i>,
    Association for Computing Machinery, 2023, pp. 438–40, doi:<a href="https://doi.org/10.1145/3572848.3577512">10.1145/3572848.3577512</a>.
  short: V. Aksenov, T.A. Brown, A. Fedorov, I. Kokorin, Unexpected Scaling in Path
    Copying Trees, Association for Computing Machinery, 2023.
conference:
  end_date: 2023-03-01
  location: Montreal, QB, Canada
  name: 'PPoPP: Sympopsium on Principles and Practice of Parallel Programming'
  start_date: 2023-02-25
date_created: 2023-03-19T23:00:58Z
date_published: 2023-02-25T00:00:00Z
date_updated: 2023-03-20T07:57:27Z
day: '25'
department:
- _id: DaAl
- _id: GradSch
doi: 10.1145/3572848.3577512
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1145/3572848.3577512
month: '02'
oa: 1
oa_version: Published Version
page: 438-440
publication: Proceedings of the ACM SIGPLAN Symposium on Principles and Practice of
  Parallel Programming
publication_identifier:
  isbn:
  - '9798400700156'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
status: public
title: Unexpected scaling in path copying trees
type: conference_poster
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2023'
...
