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Truss-based Community Search over Large Directed Graphs

Summary: Proposes D-truss, a directed-triangle model (flow and cycle triangles) for directed graphs to define cohesive communities. NP-hard; offers two 2-approximation algorithms (Global/Local) and a D-truss index for scalable, high-quality community search on large graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5862
Venue
SIGMOD
Year
2020
Pagerank
0.00011140898
Overall Rank
1,328 | 90.90%
DOI
10.1145/3318464.3380587

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{liu_sigmod20,
        title = {{Truss-based Community Search over Large Directed Graphs}},
        author = {Liu, Qing and Zhao, Minjun and Huang, Xin and Xu, Jianliang and Gao, Yunjun},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3380587},
        url = {https://dl.acm.org/doi/10.1145/3318464.3380587},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
3,395 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.44939e-05
3,737 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.1609645e-05
3,855 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 7.0712144e-05
4,004 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.965474e-05
4,579 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.6203846e-05
4,921 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.4448544e-05
5,408 Reliable Community Search in Dynamic Networks 2022 VLDB 6.2280384e-05
5,674 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 6.1255689e-05
5,697 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 6.1174514e-05
5,977 Maximal D-truss Search in Dynamic Directed Graphs 2023 VLDB 6.0219619e-05
6,156 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 5.9560993e-05
6,367 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 5.8981989e-05
6,408 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.8842681e-05
6,617 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.8212982e-05
8,011 Efficient Star-based Truss Maintenance on Dynamic Graphs 2023 SIGMOD 5.5074939e-05
8,477 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.4170414e-05
8,991 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 5.3377754e-05
9,690 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 5.2351259e-05
9,691 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.2351259e-05
10,280 Periodic Community Search in Temporal Graphs: Time Series-based Methods 2026 SIGMOD 5.093636e-05
10,308 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 5.093636e-05
10,367 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 5.093636e-05
10,411 Triangle Counting in Hypergraph Streams: A Complete and Practical Approach 2026 SIGMOD 5.093636e-05
10,423 A Unified Framework for Dense Subgraph Maintenance over Dynamic Bipartite Graphs 2026 SIGMOD 5.093636e-05
10,470 LMSC: Local Sketch Modularity Optimisation for Size-Constrained Community Search in Networks 2026 SIGMOD 5.093636e-05
10,807 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 5.093636e-05
10,821 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 5.093636e-05
10,900 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 5.093636e-05
10,952 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 5.093636e-05
10,992 PrivAGM: Secure Construction of Differentially Private Directed Attributed Graph Models on Decentralized Social Graphs 2025 VLDB 5.093636e-05
11,085 Finding Time-Proximity Communities in Temporal Heterogeneous Information Networks 2025 VLDB 5.093636e-05
11,094 Efficient Computation of Hyper-triangles on Hypergraphs 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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