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A Flexible Framework for Query-oriented Interactive Community Search

Summary: GICS: flexible interactive community-search framework unifying models via M(G,M,O,P); supports user-in-loop add/delete feedback, personalized add/delete recs, auto-tuning and partial refinement. Three model deployments, +22% F1 on ground-truth and sub-second responses for real-time single-connected community extraction. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h1558c555f09b7f1e
Venue
VLDB
Year
2025
Pagerank
5.115241e-05
Overall Rank
9,875 | 33.63%
DOI
10.14778/3725688.3725720
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{sun_vldb25,
        title = {{A Flexible Framework for Query-oriented Interactive Community Search}},
        author = {Sun, Longxu and Huang, Xin and Wang, Jiannan and Xu, Jianliang},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {6},
        pages = {1977--1990},
        doi = {10.14778/3725688.3725720},
        url = {https://doi.org/10.14778/3725688.3725720},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,496 Nucleus Decomposition Revisited: An Efficient Counting-Based Approach 2026 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 37 of 37 cited papers.

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

Rank Cited Paper Year Venue Pagerank
184 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026097449
283 Online Search of Overlapping Communities 2013 SIGMOD 0.00022225677
285 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00022140086
714 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014562182
1,007 Influential Community Search in Large Networks 2015 VLDB 0.00012550629
1,092 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012066667
1,121 Counting and Sampling Triangles from a Graph Stream 2013 VLDB 0.00011933948
1,130 Approximate Closest Community Search in Networks 2016 VLDB 0.00011897973
1,262 Attribute-Driven Community Search 2017 VLDB 0.00011284364
1,318 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011044781
1,354 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.00010922947
1,414 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010732477
1,664 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.9394611e-05
2,334 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.6227027e-05
2,442 ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network 2021 VLDB 8.4581267e-05
2,775 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 8.0288982e-05
2,941 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 7.8297732e-05
3,444 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.2931726e-05
3,655 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 7.1254436e-05
4,082 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.8146499e-05
4,359 Anchored Densest Subgraph 2022 SIGMOD 6.6371259e-05
4,780 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.4161407e-05
4,956 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.3381425e-05
5,495 FirmTruss Community Search in Multilayer Networks 2023 VLDB 6.1064375e-05
5,549 Reliable Community Search in Dynamic Networks 2022 VLDB 6.0854158e-05
5,625 DMCS : Density Modularity based Community Search 2022 SIGMOD 6.0581552e-05
6,214 I/O Efficient ECC Graph Decomposition via Graph Reduction 2016 VLDB 5.8459668e-05
6,257 The Minimum Wiener Connector Problem 2015 SIGMOD 5.8310166e-05
6,316 Densely Connected User Community and Location Cluster Search in Location-Based Social Networks 2020 SIGMOD 5.8138243e-05
6,333 New Trends on Exploratory Methods for Data Analytics 2017 VLDB 5.8095741e-05
6,928 Interactive Graph Search 2019 SIGMOD 5.6397012e-05
7,153 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 5.5959729e-05
7,540 CommunityAF: An Example-based Community Search Method via Autoregressive Flow 2023 VLDB 5.4977582e-05
7,553 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 5.4955664e-05
8,772 Marigold: Efficient k-means Clustering in High Dimensions 2023 VLDB 5.2807218e-05
10,238 Graph Exploration: From Users to Large Graphs 2017 SIGMOD 5.0544949e-05
10,239 GMine: A System for Scalable, Interactive Graph Visualization and Mining 2006 VLDB 5.0544949e-05
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