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K-Core Decomposition of Large Networks on a Single PC

Summary: Demonstrates exact and approximate k-core decomposition for billion-edge graphs on a single consumer PC via GraphChi/WebGraph and optimized external-memory methods. Benchmarks show practical scalability, while exposing EMcore’s inability to predict memory sufficiency. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11427
Venue
VLDB
Year
2016
Pagerank
0.00013779895
Overall Rank
825 | 94.35%
DOI
10.14778/2850469.2850471

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{khaouid_vldb16,
        title = {{K-Core Decomposition of Large Networks on a Single PC}},
        author = {Khaouid, Wissam and Barsky, Marina and Srinivasan, Venkatesh and Thomo, Alex},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {1},
        pages = {13--24},
        doi = {10.14778/2850469.2850471},
        url = {https://doi.org/10.14778/2850469.2850471},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
1,069 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012323497
1,211 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011648789
1,416 Local Algorithms for Hierarchical Dense Subgraph Discovery 2019 VLDB 0.00010839488
1,640 Distance-generalized Core Decomposition 2019 SIGMOD 0.00010153865
2,083 Fast Hierarchy Construction for Dense Subgraphs 2017 VLDB 9.1976617e-05
2,106 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.1568079e-05
2,826 Hierarchical Core Maintenance on Large Dynamic Graphs 2021 VLDB 8.0865974e-05
3,312 On Querying Historical K-Cores 2021 VLDB 7.5309892e-05
3,686 Accelerating Triangle Counting on GPU 2021 SIGMOD 7.2029305e-05
3,855 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 7.0712144e-05
4,331 Global Reinforcement of Social Networks: The Anchored Coreness Problem 2020 SIGMOD 6.7561061e-05
4,916 Neighborhood-based Hypergraph Core Decomposition 2023 VLDB 6.4474058e-05
5,317 Efficient Load-Balanced Butterfly Counting on GPU 2022 VLDB 6.2685847e-05
5,697 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 6.1174514e-05
6,368 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 5.8975125e-05
6,617 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.8212982e-05
6,961 GraphMineSuite: Enabling High-Performance and Programmable Graph Mining Algorithms with Set Algebra 2021 VLDB 5.7303405e-05
7,408 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 5.6243648e-05
7,624 RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs 2021 VLDB 5.5805027e-05
8,812 On More Efficiently and Versatilely Querying Historical k-Cores 2025 VLDB 5.3652966e-05
9,072 Time-Topology Analysis 2021 VLDB 5.3251649e-05
9,301 Accelerating Core Decomposition in Billion-Scale Hypergraphs 2025 SIGMOD 5.289545e-05
9,695 Parallel Algorithms for Hierarchical Nucleus Decomposition 2024 SIGMOD 5.2351259e-05
10,273 Nucleus Decomposition Revisited: An Efficient Counting-Based Approach 2026 SIGMOD 5.093636e-05
10,283 Querying Cohesive Subgraphs in Temporal Graphs 2026 SIGMOD 5.093636e-05
10,754 Community Detection in Heterogeneous Information Networks Without Materialization 2025 SIGMOD 5.093636e-05
10,772 Parallel k-Core Decomposition: Theory and Practice 2025 SIGMOD 5.093636e-05
10,802 Most Similar Biclique Search at Scale 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
20 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00056944564
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