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Efficient Algorithms for Densest Subgraph Discovery

Summary: Reduces densest-subgraph discovery to strategically identifying k-cores, enabling exact and approximation algorithms with guarantees. Generalizes across edge-, clique-, and pattern-based densities, achieving up to 10,000× speedups over prior methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
12048
Venue
VLDB
Year
2019
Pagerank
9.2907829e-05
Overall Rank
2,024 | 86.12%
DOI
10.14778/3342263.3342645

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{fang_vldb19,
        title = {{Efficient Algorithms for Densest Subgraph Discovery}},
        author = {Fang, Yixiang and Yu, Kaiqiang and Cheng, Reynold and Lakshmanan, Laks V.S. and Lin, Xuemin},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {11},
        pages = {1719--1732},
        doi = {10.14778/3342263.3342645},
        url = {https://doi.org/10.14778/3342263.3342645},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 38 of 38 citing papers.

Rank Citing Paper Year Venue Pagerank
1,647 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010125633
2,826 Hierarchical Core Maintenance on Large Dynamic Graphs 2021 VLDB 8.0865974e-05
2,860 Efficient Maximal Biclique Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 8.0215536e-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
3,997 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.9679551e-05
4,143 Efficient Biclique Counting in Large Bipartite Graphs 2023 SIGMOD 6.8760066e-05
4,551 Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and Practice 2020 VLDB 6.6355948e-05
4,554 Anchored Densest Subgraph 2022 SIGMOD 6.6345929e-05
4,579 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.6203846e-05
4,903 A Convex-Programming Approach for Efficient Directed Densest Subgraph Discovery 2022 SIGMOD 6.4520708e-05
4,916 Neighborhood-based Hypergraph Core Decomposition 2023 VLDB 6.4474058e-05
5,044 Efficiently Answering Reachability and Path Queries on Temporal Bipartite Graphs 2021 VLDB 6.3883109e-05
5,674 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 6.1255689e-05
6,368 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 5.8975125e-05
6,603 Answering Billion-Scale Label-Constrained Reachability Queries within Microsecond 2020 VLDB 5.824568e-05
6,617 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.8212982e-05
7,455 Scalable Approximate Butterfly and Bi-triangle Counting for Large Bipartite Networks 2023 SIGMOD 5.6127752e-05
7,624 RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs 2021 VLDB 5.5805027e-05
8,396 Densest Multipartite Subgraph Search in Heterogeneous Information Networks 2024 VLDB 5.4347277e-05
9,375 Efficiently Counting Triangles in Large Temporal Graphs 2025 SIGMOD 5.2755515e-05
9,519 A Counting-based Approach for Efficient k-Clique Densest Subgraph Discovery 2024 SIGMOD 5.2562724e-05
9,553 Approximate Anchored Densest Subgraph Search on Large Static and Dynamic Graphs 2025 VLDB 5.2528121e-05
9,695 Parallel Algorithms for Hierarchical Nucleus Decomposition 2024 SIGMOD 5.2351259e-05
9,696 An Efficient and Exact Algorithm for Locally h-Clique Densest Subgraph Discovery 2024 SIGMOD 5.2351259e-05
9,781 BYO: A Unified Framework for Benchmarking Large-Scale Graph Containers 2024 VLDB 5.2209769e-05
10,100 Parallel Colorful h-star Core Maintenance in Dynamic Graphs 2023 VLDB 5.1488731e-05
10,205 Bound-Tightened Densest Subgraph Discovery on GPU 2026 SIGMOD 5.093636e-05
10,226 Efficient Anchored Densest Subgraph Discovery: Improved Time Complexity and Practical Performance 2026 SIGMOD 5.093636e-05
10,363 Efficient and Scalable Directed Densest Subgraph Discovery 2026 SIGMOD 5.093636e-05
10,767 Integral Densest Subgraph Search on Directed Graphs 2025 SIGMOD 5.093636e-05
10,790 Faster and Efficient Density Decomposition via Proportional Response with Exponential Momentum 2025 SIGMOD 5.093636e-05
10,807 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 5.093636e-05
10,930 Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory 2025 VLDB 5.093636e-05
11,502 Density Personalized Group Query 2023 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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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
189 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026114928
264 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00022980015
269 3-HOP: A High-Compression Indexing Scheme for Reachability Query 2009 SIGMOD 0.00022786599
273 Online Search of Overlapping Communities 2013 SIGMOD 0.00022671795
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
706 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014789612
804 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.0001389717
1,211 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011648789
1,239 Attribute-Driven Community Search 2017 VLDB 0.000115381
1,378 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010971508
1,416 Local Algorithms for Hierarchical Dense Subgraph Discovery 2019 VLDB 0.00010839488
2,065 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.2352771e-05
2,083 Fast Hierarchy Construction for Dense Subgraphs 2017 VLDB 9.1976617e-05
2,187 Subgraph Matching: on Compression and Computation 2018 VLDB 8.9966682e-05
2,323 Truss Decomposition of Probabilistic Graphs: Semantics and Algorithms 2016 SIGMOD 8.750808e-05
2,985 Piggybacking on Social Networks 2013 VLDB 7.8919874e-05
3,737 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.1609645e-05
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