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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
ha48cdadd252dd5f5
Venue
SIGMOD
Year
2020
Pagerank
0.00010903497
Overall Rank
1,357 | 90.91%
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 33 of 33 citing papers.

Rank Citing Paper Year Venue Pagerank
3,431 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.2925605e-05
3,778 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.0037629e-05
3,880 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 6.9318416e-05
3,881 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.9309694e-05
3,964 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.8784691e-05
4,973 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.3201026e-05
5,561 Reliable Community Search in Dynamic Networks 2022 VLDB 6.0686274e-05
5,643 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 6.0363665e-05
5,725 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 5.9991587e-05
5,771 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 5.9830136e-05
6,078 Maximal D-truss Search in Dynamic Directed Graphs 2023 VLDB 5.8765432e-05
6,511 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 5.7440732e-05
6,541 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.7342253e-05
6,666 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.698709e-05
8,087 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.3746995e-05
8,088 Efficient Star-based Truss Maintenance on Dynamic Graphs 2023 SIGMOD 5.3746503e-05
9,184 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 5.1982941e-05
9,336 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 5.1783355e-05
9,882 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 5.1043481e-05
9,908 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.0983269e-05
10,142 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 5.0597449e-05
10,413 To Learn or Not to Learn? An In-depth Empirical Analysis of Community Search Approaches 2027 SIGMOD 4.9605343e-05
10,569 Periodic Community Search in Temporal Graphs: Time Series-based Methods 2026 SIGMOD 4.9605343e-05
10,596 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 4.9605343e-05
10,639 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 4.9605343e-05
10,675 Triangle Counting in Hypergraph Streams: A Complete and Practical Approach 2026 SIGMOD 4.9605343e-05
10,684 A Unified Framework for Dense Subgraph Maintenance over Dynamic Bipartite Graphs 2026 SIGMOD 4.9605343e-05
10,729 LMSC: Local Sketch Modularity Optimisation for Size-Constrained Community Search in Networks 2026 SIGMOD 4.9605343e-05
11,284 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 4.9605343e-05
11,293 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 4.9605343e-05
11,428 PrivAGM: Secure Construction of Differentially Private Directed Attributed Graph Models on Decentralized Social Graphs 2025 VLDB 4.9605343e-05
11,496 Finding Time-Proximity Communities in Temporal Heterogeneous Information Networks 2025 VLDB 4.9605343e-05
11,504 Efficient Computation of Hyper-triangles on Hypergraphs 2025 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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