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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
13852
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,582 | 26.39%
DOI
10.14778/3725688.3725720

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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
283 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029041257
353 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00026277992
370 Online Search of Overlapping Communities 2013 SIGMOD 0.00025415479
999 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014726563
1,257 Influential Community Search in Large Networks 2015 VLDB 0.00013020648
1,344 Counting and Sampling Triangles from a Graph Stream 2013 VLDB 0.00012473724
1,530 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00011495611
1,550 Approximate Closest Community Search in Networks 2016 VLDB 0.00011423628
1,637 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.0001105259
1,645 Attribute-Driven Community Search 2017 VLDB 0.00011037459
1,720 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010779343
1,844 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010341077
2,286 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.0982591e-05
2,721 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.2345495e-05
2,897 ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network 2021 VLDB 7.9450406e-05
3,287 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.2739447e-05
3,369 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 7.171452e-05
3,969 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 6.5787567e-05
4,671 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0085645e-05
4,843 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 5.8823824e-05
5,355 Anchored Densest Subgraph 2022 SIGMOD 5.5517073e-05
5,513 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 5.4641695e-05
5,610 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 5.4118541e-05
5,635 FirmTruss Community Search in Multilayer Networks 2023 VLDB 5.3989311e-05
5,950 DMCS : Density Modularity based Community Search 2022 SIGMOD 5.2592833e-05
6,237 New Trends on Exploratory Methods for Data Analytics 2017 VLDB 5.1435341e-05
6,506 Reliable Community Search in Dynamic Networks 2022 VLDB 5.0341364e-05
6,570 Densely Connected User Community and Location Cluster Search in Location-Based Social Networks 2020 SIGMOD 5.0065377e-05
7,157 The Minimum Wiener Connector Problem 2015 SIGMOD 4.8144713e-05
7,290 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 4.7742854e-05
7,346 I/O Efficient ECC Graph Decomposition via Graph Reduction 2016 VLDB 4.7556749e-05
7,409 CommunityAF: An Example-based Community Search Method via Autoregressive Flow 2023 VLDB 4.7370979e-05
7,535 Interactive Graph Search 2019 SIGMOD 4.7178467e-05
8,169 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 4.5698941e-05
8,670 Marigold: Efficient k-means Clustering in High Dimensions 2023 VLDB 4.4715132e-05
9,887 Graph Exploration: From Users to Large Graphs 2017 SIGMOD 4.2621158e-05
9,888 GMine: A System for Scalable, Interactive Graph Visualization and Mining 2006 VLDB 4.2621158e-05
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