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Synergetic Community Search over Large Multilayer Graphs

Summary: Introduce the synergetic core, a multilayer cohesive-subgraph model enforcing both per-layer density and increased cohesiveness on the all-layer projection to capture communities missed by layer-only or projection-only models. Present a progressive enumerator and a dominant-layers trie (DLT) index to compactly store and traverse synergetic cores, enabling up to 10^5× speedups and superior community quality on real multilayer graphs. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13809
Venue
VLDB
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,561 | 26.61%
DOI
10.14778/3718057.3718069

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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
1,000 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014714977
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
1,641 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.00011044805
1,848 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010331574
2,291 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.0894835e-05
2,726 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.2266116e-05
3,370 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 7.1645471e-05
3,857 Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity 2015 SIGMOD 6.6924202e-05
5,644 FirmTruss Community Search in Multilayer Networks 2023 VLDB 5.3937466e-05
6,259 Neural Attributed Community Search at Billion Scale 2023 SIGMOD 5.1305787e-05
7,446 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 4.7232788e-05
8,686 gCore: Exploring Cross-layer Cohesiveness in Multi-layer Graphs 2023 VLDB 4.4623723e-05
8,821 Efficient Unsupervised Community Search with Pre-trained Graph Transformer 2024 VLDB 4.437516e-05
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