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In-depth Analysis of Densest Subgraph Discovery in a Unified Framework

Summary: Presents a unified high-level framework that subsumes exact and approximation Densest Subgraph Discovery algorithms and performs a systematic, large-scale empirical comparison across small to billion-node graphs. Identifies new algorithmic variants for undirected graphs—by combining existing techniques—to achieve up to 10× speedups with identical accuracy guarantees and surfaces practical and theoretical research directions. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13784
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,535 | 26.71%
DOI
10.14778/3717755.3717771

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
10,072 Efficient and Scalable Directed Densest Subgraph Discovery 2026 SIGMOD 4.1945683e-05
10,681 Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
396 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00024424102
644 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00018748988
891 Maximum Biclique Search at Billion Scale 2020 VLDB 0.00015564292
1,570 KClist++: A Simple Algorithm for Finding k-Clique Densest Subgraphs in Large Graphs 2020 VLDB 0.00011322927
1,637 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.0001105259
2,521 Efficient Algorithms for Maximal k-Biplex Enumeration 2022 SIGMOD 8.6065919e-05
2,909 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 7.9305767e-05
3,575 Finding Locally Densest Subgraphs: A Convex Programming Approach 2022 VLDB 6.9528126e-05
4,145 Scaling Up k-Clique Densest Subgraph Detection 2023 SIGMOD 6.4122551e-05
4,344 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 6.2744553e-05
5,265 A Convex-Programming Approach for Efficient Directed Densest Subgraph Discovery 2022 SIGMOD 5.5972878e-05
5,298 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 5.5799987e-05
5,355 Anchored Densest Subgraph 2022 SIGMOD 5.5517073e-05
5,610 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 5.4118541e-05
6,450 On A Quest for Combating Filter Bubbles and Misinformation 2022 SIGMOD 5.0583557e-05
6,513 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.0321577e-05
7,346 I/O Efficient ECC Graph Decomposition via Graph Reduction 2016 VLDB 4.7556749e-05
8,809 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 4.4443756e-05
9,403 A Counting-based Approach for Efficient k-Clique Densest Subgraph Discovery 2024 SIGMOD 4.3441378e-05
9,651 Efficient and Effective Algorithms for Generalized Densest Subgraph Discovery 2023 SIGMOD 4.3109001e-05
11,410 Densest Subgraph Discovery on Large Graphs: Applications, Challenges, and Techniques 2022 VLDB 4.1945683e-05
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