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Finding Locally Densest Subgraphs: A Convex Programming Approach

Summary: Introduces a convex-programming algorithm for locally densest subgraphs, uncovering multiple dense regions rather than only the global densest subgraph. Powerful pruning yields up to 10,000× speedups over prior LDS methods on billion-edge graphs. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hb0bac4e7885d8c4c
Venue
VLDB
Year
2022
Pagerank
7.837861e-05
Overall Rank
2,926 | 80.39%
DOI
10.14778/3551793.3551826
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{ma_vldb22,
        title = {{Finding Locally Densest Subgraphs: A Convex Programming Approach}},
        author = {Ma, Chenhao and Cheng, Reynold and Lakshmanan, Laks V.S. and Han, Xiaolin},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {11},
        pages = {2719--2732},
        doi = {10.14778/3551793.3551826},
        url = {https://doi.org/10.14778/3551793.3551826},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
3,396 Scaling Up k-Clique Densest Subgraph Detection 2023 SIGMOD 7.3277458e-05
6,208 On Density-based Local Community Search 2024 PODS 5.8325357e-05
7,832 A Counting-based Approach for Efficient k-Clique Densest Subgraph Discovery 2024 SIGMOD 5.4289543e-05
8,993 An Efficient and Exact Algorithm for Locally h-Clique Densest Subgraph Discovery 2024 SIGMOD 5.2288673e-05
9,004 Efficient and Effective Algorithms for Generalized Densest Subgraph Discovery 2023 SIGMOD 5.2256037e-05
9,762 Faster and Efficient Density Decomposition via Proportional Response with Exponential Momentum 2025 SIGMOD 5.115551e-05
9,957 Efficient Algorithms for Density Decomposition on Large Static and Dynamic Graphs 2024 VLDB 5.0910746e-05
10,290 Accelerating Skyline Path Enumeration with a Core Attribute Index on Multi-attribute Graphs 2025 SIGMOD 5.031399e-05
10,291 Integral Densest Subgraph Search on Directed Graphs 2025 SIGMOD 5.031399e-05
10,407 Scaling Up Density Decomposition on Massive Graphs 2027 SIGMOD 4.9605343e-05
10,520 Efficient Anchored Densest Subgraph Discovery: Improved Time Complexity and Practical Performance 2026 SIGMOD 4.9605343e-05
10,596 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 4.9605343e-05
10,636 Efficient and Scalable Directed Densest Subgraph Discovery 2026 SIGMOD 4.9605343e-05
10,879 Efficient Locally h-Clique Densest Subgraph Discovery via Divide-and-Conquer 2026 VLDB 4.9605343e-05
11,284 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 4.9605343e-05
11,383 Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory 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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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

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