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Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory

Summary: Provably sound graph-reduction that localizes the k-clique densest subgraph into a tiny subgraph, tackling high-degeneracy real-world graphs. Combines this reduction with fast k-clique counting to give an approximation with formal guarantees that is up to 10^4× faster and much more memory-efficient in practice. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14165
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,930 | 25.02%
DOI
10.14778/3748191.3748210

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{zhou_vldb25,
        title = {{Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory}},
        author = {Zhou, Yingli and Guo, Qingshuo and Fang, Yixiang},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {10},
        pages = {3490--3503},
        doi = {10.14778/3748191.3748210},
        url = {https://doi.org/10.14778/3748191.3748210},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
138 Discovering Large Dense Subgraphs in Massive Graphs 2005 VLDB 0.00029823423
269 3-HOP: A High-Compression Indexing Scheme for Reachability Query 2009 SIGMOD 0.00022786599
564 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00016485347
590 Large Scale Cohesive Subgraphs Discovery for Social Network Visual Analysis 2013 VLDB 0.0001605572
780 Maximum Biclique Search at Billion Scale 2020 VLDB 0.00014091815
1,018 Dense Subgraph Maintenance under Streaming Edge Weight Updates for Real-time Story Identification 2012 VLDB 0.0001263063
1,307 KClist++: A Simple Algorithm for Finding k-Clique Densest Subgraphs in Large Graphs 2020 VLDB 0.00011232263
2,024 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 9.2907829e-05
2,985 Piggybacking on Social Networks 2013 VLDB 7.8919874e-05
3,148 Finding Locally Densest Subgraphs: A Convex Programming Approach 2022 VLDB 7.707548e-05
3,613 Scaling Up k-Clique Densest Subgraph Detection 2023 SIGMOD 7.2572837e-05
3,737 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.1609645e-05
3,993 Efficient k-Clique Listing: An Edge-Oriented Branching Strategy 2024 SIGMOD 6.9688824e-05
4,554 Anchored Densest Subgraph 2022 SIGMOD 6.6345929e-05
4,681 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.5665144e-05
4,903 A Convex-Programming Approach for Efficient Directed Densest Subgraph Discovery 2022 SIGMOD 6.4520708e-05
5,665 On A Quest for Combating Filter Bubbles and Misinformation 2022 SIGMOD 6.1286795e-05
5,674 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 6.1255689e-05
6,409 On Density-based Local Community Search 2024 PODS 5.8841661e-05
6,535 I/O Efficient ECC Graph Decomposition via Graph Reduction 2016 VLDB 5.8486743e-05
6,617 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.8212982e-05
8,019 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 5.5062157e-05
8,822 Efficient and Effective Algorithms for Generalized Densest Subgraph Discovery 2023 SIGMOD 5.3624668e-05
9,519 A Counting-based Approach for Efficient k-Clique Densest Subgraph Discovery 2024 SIGMOD 5.2562724e-05
10,807 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 5.093636e-05
11,608 Densest Subgraph Discovery on Large Graphs: Applications, Challenges, and Techniques 2022 VLDB 5.093636e-05
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