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Efficient Anchored Densest Subgraph Discovery: Improved Time Complexity and Practical Performance

Summary: Introduces an improved-iteration approximation for anchored densest subgraphs, plus a reduction that localizes search while retaining guarantees. An exact algorithm built atop these ideas is up to four orders of magnitude faster than prior methods on 12 real graphs. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
7417
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,226 | 29.85%
DOI
10.1145/3802044

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Authors

BibTeX Citation

@inproceedings{zhou_sigmod26,
        title = {{Efficient Anchored Densest Subgraph Discovery: Improved Time Complexity and Practical Performance}},
        author = {Zhou, Yingli and Sun, Youran and Fang, Yixiang},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802044},
        url = {https://dl.acm.org/doi/10.1145/3802044},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
564 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00016485347
804 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.0001389717
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
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
4,554 Anchored Densest Subgraph 2022 SIGMOD 6.6345929e-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
5,665 On A Quest for Combating Filter Bubbles and Misinformation 2022 SIGMOD 6.1286795e-05
5,913 Efficient Estimation of Heat Kernel PageRank for Local Clustering 2019 SIGMOD 6.0439971e-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
8,019 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 5.5062157e-05
8,396 Densest Multipartite Subgraph Search in Heterogeneous Information Networks 2024 VLDB 5.4347277e-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
9,553 Approximate Anchored Densest Subgraph Search on Large Static and Dynamic Graphs 2025 VLDB 5.2528121e-05
10,363 Efficient and Scalable Directed Densest Subgraph Discovery 2026 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
11,608 Densest Subgraph Discovery on Large Graphs: Applications, Challenges, and Techniques 2022 VLDB 5.093636e-05
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