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Efficient Parallel D-core Decomposition at Scale

Summary: Proposes multicore parallel algorithms for full D-core ((k,l)-core) decomposition using implicit level-by-level vertex removal per k to reduce dependencies while keeping sequential-like time complexity. Introduces D-shell to prune redundant k-values and derive larger-k D-cores, achieving up to 100× speedup over prior parallel methods on 32 threads for large graphs. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13489
Venue
VLDB
Year
2024
Pagerank
5.0321577e-05
Overall Rank
6,513 | 54.70%
DOI
10.14778/3675034.3675054

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
10,246 Anchored Maximum Communities over Large Directed Graphs 2026 VLDB 4.1945683e-05
10,495 Parallel k-Core Decomposition: Theory and Practice 2025 SIGMOD 4.1945683e-05
10,535 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 4.1945683e-05
10,681 Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
108 Truss Decomposition in Massive Networks 2012 VLDB 0.00048300163
283 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029041257
891 Maximum Biclique Search at Billion Scale 2020 VLDB 0.00015564292
966 Streaming Algorithms for k-core Decomposition 2013 VLDB 0.00014960672
1,150 K-Core Decomposition of Large Networks on a Single PC 2016 VLDB 0.00013657353
1,637 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.0001105259
2,039 Local Algorithms for Hierarchical Dense Subgraph Discovery 2019 VLDB 9.7061003e-05
2,286 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.0982591e-05
2,684 Truss Decomposition of Probabilistic Graphs: Semantics and Algorithms 2016 SIGMOD 8.3136866e-05
2,903 (p,q)-biclique Counting and Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 7.9375744e-05
2,909 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 7.9305767e-05
4,139 On Querying Historical K-Cores 2021 VLDB 6.415046e-05
4,344 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 6.2744553e-05
4,743 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 5.9586508e-05
5,298 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 5.5799987e-05
5,908 Fast Maximal Clique Enumeration on Uncertain Graphs: A Pivot-based Approach 2022 SIGMOD 5.2773278e-05
6,183 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 5.1667703e-05
6,207 Efficiently Computing k-Edge Connected Components via Graph Decomposition 2013 SIGMOD 5.1572428e-05
6,725 Maximal D-truss Search in Dynamic Directed Graphs 2023 VLDB 4.9484066e-05
6,880 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 4.8970985e-05
9,403 A Counting-based Approach for Efficient k-Clique Densest Subgraph Discovery 2024 SIGMOD 4.3441378e-05
11,410 Densest Subgraph Discovery on Large Graphs: Applications, Challenges, and Techniques 2022 VLDB 4.1945683e-05
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Overall Rank Paper Year Venue Pagerank
9,951 Parallel Colorful h-star Core Maintenance in Dynamic Graphs 2023 VLDB 4.2405999e-05
9,146 Accelerating Core Decomposition in Billion-Scale Hypergraphs 2025 SIGMOD 4.3849295e-05
1,836 Distance-generalized Core Decomposition 2019 SIGMOD 0.00010365753
1,150 K-Core Decomposition of Large Networks on a Single PC 2016 VLDB 0.00013657353
966 Streaming Algorithms for k-core Decomposition 2013 VLDB 0.00014960672
6,880 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 4.8970985e-05
10,947 Parallel Algorithms for Hierarchical Nucleus Decomposition 2024 SIGMOD 4.1945683e-05
6,141 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 5.1903263e-05
10,495 Parallel k-Core Decomposition: Theory and Practice 2025 SIGMOD 4.1945683e-05
5,298 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 5.5799987e-05