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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
0.00011044805
Overall Rank
1,641 | 88.60%
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
3,972 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 6.5724209e-05
4,341 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 6.268429e-05
4,737 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 5.9529218e-05
4,843 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 5.8767265e-05
5,302 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 5.5746393e-05
5,525 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 5.4589218e-05
6,145 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 5.1853422e-05
6,185 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 5.1618114e-05
6,501 Reliable Community Search in Dynamic Networks 2022 VLDB 5.0293058e-05
6,509 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.0273291e-05
6,729 Maximal D-truss Search in Dynamic Directed Graphs 2023 VLDB 4.943658e-05
6,983 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 4.8682622e-05
7,446 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 4.7232788e-05
8,017 Efficient Star-based Truss Maintenance on Dynamic Graphs 2023 SIGMOD 4.6014683e-05
8,141 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 4.5724134e-05
8,982 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 4.413691e-05
9,552 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 4.3212967e-05
10,076 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 4.1905499e-05
10,123 Triangle Counting in Hypergraph Streams: A Complete and Practical Approach 2026 SIGMOD 4.1905499e-05
10,134 A Unified Framework for Dense Subgraph Maintenance over Dynamic Bipartite Graphs 2026 SIGMOD 4.1905499e-05
10,181 LMSC: Local Sketch Modularity Optimisation for Size-Constrained Community Search in Networks 2026 SIGMOD 4.1905499e-05
10,544 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 4.1905499e-05
10,561 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 4.1905499e-05
10,562 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 4.1905499e-05
10,591 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 4.1905499e-05
10,656 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 4.1905499e-05
10,715 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 4.1905499e-05
10,765 PrivAGM: Secure Construction of Differentially Private Directed Attributed Graph Models on Decentralized Social Graphs 2025 VLDB 4.1905499e-05
10,865 Finding Time-Proximity Communities in Temporal Heterogeneous Information Networks 2025 VLDB 4.1905499e-05
10,875 Efficient Computation of Hyper-triangles on Hypergraphs 2025 VLDB 4.1905499e-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
284 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029014359
354 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00026253833
370 Online Search of Overlapping Communities 2013 SIGMOD 0.00025391823
1,014 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.00014631717
1,256 Influential Community Search in Large Networks 2015 VLDB 0.00013009097
1,529 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00011484853
1,548 Approximate Closest Community Search in Networks 2016 VLDB 0.0001141271
1,645 Attribute-Driven Community Search 2017 VLDB 0.00011027616
1,848 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010331574
2,608 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 8.4587487e-05
3,608 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 6.9241653e-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 4.1905499e-05
2,608 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 8.4587487e-05
1,645 Attribute-Driven Community Search 2017 VLDB 0.00011027616
5,644 FirmTruss Community Search in Multilayer Networks 2023 VLDB 5.3937466e-05
284 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029014359
8,171 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 4.5655127e-05
8,982 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 4.413691e-05
1,548 Approximate Closest Community Search in Networks 2016 VLDB 0.0001141271
1,529 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00011484853
6,729 Maximal D-truss Search in Dynamic Directed Graphs 2023 VLDB 4.943658e-05