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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
hc158e49961f9edf0
Venue
VLDB
Year
2025
Pagerank
4.9605343e-05
Overall Rank
11,383 | 23.70%
DOI
10.14778/3748191.3748210
PDF
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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
130 Discovering Large Dense Subgraphs in Massive Graphs 2005 VLDB 0.0003029792
269 3-HOP: A High-Compression Indexing Scheme for Reachability Query 2009 SIGMOD 0.00022625826
560 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00016408664
580 Large Scale Cohesive Subgraphs Discovery for Social Network Visual Analysis 2013 VLDB 0.00016057466
771 Maximum Biclique Search at Billion Scale 2020 VLDB 0.00014081924
978 Dense Subgraph Maintenance under Streaming Edge Weight Updates for Real-time Story Identification 2012 VLDB 0.00012699423
1,198 KClist++: A Simple Algorithm for Finding k-Clique Densest Subgraphs in Large Graphs 2020 VLDB 0.00011541919
1,995 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 9.2189157e-05
2,900 Piggybacking on Social Networks 2013 VLDB 7.8819591e-05
2,926 Finding Locally Densest Subgraphs: A Convex Programming Approach 2022 VLDB 7.837861e-05
3,396 Scaling Up k-Clique Densest Subgraph Detection 2023 SIGMOD 7.3277458e-05
3,597 Efficient k-Clique Listing: An Edge-Oriented Branching Strategy 2024 SIGMOD 7.1598365e-05
3,778 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.0037629e-05
4,377 Anchored Densest Subgraph 2022 SIGMOD 6.6166943e-05
4,595 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.4993083e-05
4,944 A Convex-Programming Approach for Efficient Directed Densest Subgraph Discovery 2022 SIGMOD 6.3297928e-05
5,643 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 6.0363665e-05
5,766 On A Quest for Combating Filter Bubbles and Misinformation 2022 SIGMOD 5.9837627e-05
6,208 On Density-based Local Community Search 2024 PODS 5.8325357e-05
6,226 I/O Efficient ECC Graph Decomposition via Graph Reduction 2016 VLDB 5.8266364e-05
6,666 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.698709e-05
7,832 A Counting-based Approach for Efficient k-Clique Densest Subgraph Discovery 2024 SIGMOD 5.4289543e-05
8,187 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 5.3652509e-05
9,004 Efficient and Effective Algorithms for Generalized Densest Subgraph Discovery 2023 SIGMOD 5.2256037e-05
11,284 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 4.9605343e-05
11,966 Densest Subgraph Discovery on Large Graphs: Applications, Challenges, and Techniques 2022 VLDB 4.9605343e-05
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