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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
5801
Venue
SIGMOD
Year
2020
Pagerank
0.00011078472
Overall Rank
1,377 | 90.44%
DOI
10.1145/3318464.3380587

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
3,389 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.5253331e-05
3,690 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.2600845e-05
4,192 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.9070287e-05
4,512 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.7224019e-05
4,868 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 6.534114e-05
5,197 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.3913183e-05
5,649 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 6.1999762e-05
6,061 Reliable Community Search in Dynamic Networks 2022 VLDB 6.0526093e-05
6,062 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 6.0525723e-05
6,343 Maximal D-truss Search in Dynamic Directed Graphs 2023 VLDB 5.9697877e-05
6,514 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.9114568e-05
6,695 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.859101e-05
7,137 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 5.7486676e-05
7,884 Efficient Star-based Truss Maintenance on Dynamic Graphs 2023 SIGMOD 5.5927923e-05
7,977 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 5.5692809e-05
8,860 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 5.4204453e-05
9,546 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.316206e-05
10,076 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 5.1725247e-05
10,123 Triangle Counting in Hypergraph Streams: A Complete and Practical Approach 2026 SIGMOD 5.1725247e-05
10,134 A Unified Framework for Dense Subgraph Maintenance over Dynamic Bipartite Graphs 2026 SIGMOD 5.1725247e-05
10,181 LMSC: Local Sketch Modularity Optimisation for Size-Constrained Community Search in Networks 2026 SIGMOD 5.1725247e-05
10,544 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 5.1725247e-05
10,561 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 5.1725247e-05
10,562 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 5.1725247e-05
10,591 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.1725247e-05
10,656 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 5.1725247e-05
10,715 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 5.1725247e-05
10,765 PrivAGM: Secure Construction of Differentially Private Directed Attributed Graph Models on Decentralized Social Graphs 2025 VLDB 5.1725247e-05
10,865 Finding Time-Proximity Communities in Temporal Heterogeneous Information Networks 2025 VLDB 5.1725247e-05
10,875 Efficient Computation of Hyper-triangles on Hypergraphs 2025 VLDB 5.1725247e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
202 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00025608916
280 Online Search of Overlapping Communities 2013 SIGMOD 0.00022555429
288 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00022437469
851 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.00013659074
976 Influential Community Search in Large Networks 2015 VLDB 0.00012949951
1,105 Approximate Closest Community Search in Networks 2016 VLDB 0.00012236171
1,128 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012139459
1,232 Attribute-Driven Community Search 2017 VLDB 0.00011657126
1,420 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010932936
2,092 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.2522732e-05
3,241 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 7.6781346e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
10,076 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 5.1725247e-05
2,092 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.2522732e-05
1,232 Attribute-Driven Community Search 2017 VLDB 0.00011657126
5,388 FirmTruss Community Search in Multilayer Networks 2023 VLDB 6.3077259e-05
202 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00025608916
8,018 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 5.5638558e-05
8,860 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 5.4204453e-05
1,105 Approximate Closest Community Search in Networks 2016 VLDB 0.00012236171
1,128 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012139459
6,343 Maximal D-truss Search in Dynamic Directed Graphs 2023 VLDB 5.9697877e-05