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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
13853
Venue
VLDB
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,591 | 26.40%
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
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
1,256 Influential Community Search in Large Networks 2015 VLDB 0.00013009097
1,348 Counting and Sampling Triangles from a Graph Stream 2013 VLDB 0.00012461666
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
1,645 Attribute-Driven Community Search 2017 VLDB 0.00011027616
1,806 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010478244
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
2,901 ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network 2021 VLDB 7.9448215e-05
3,287 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.2689944e-05
3,370 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 7.1645471e-05
3,972 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 6.5724209e-05
4,670 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0027844e-05
4,843 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 5.8767265e-05
5,365 Anchored Densest Subgraph 2022 SIGMOD 5.5463723e-05
5,525 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 5.4589218e-05
5,620 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 5.4066581e-05
5,644 FirmTruss Community Search in Multilayer Networks 2023 VLDB 5.3937466e-05
5,953 DMCS : Density Modularity based Community Search 2022 SIGMOD 5.2542333e-05
6,235 New Trends on Exploratory Methods for Data Analytics 2017 VLDB 5.1386078e-05
6,501 Reliable Community Search in Dynamic Networks 2022 VLDB 5.0293058e-05
6,563 Densely Connected User Community and Location Cluster Search in Location-Based Social Networks 2020 SIGMOD 5.0038354e-05
7,156 The Minimum Wiener Connector Problem 2015 SIGMOD 4.8098527e-05
7,287 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 4.7697047e-05
7,343 I/O Efficient ECC Graph Decomposition via Graph Reduction 2016 VLDB 4.7511136e-05
7,408 CommunityAF: An Example-based Community Search Method via Autoregressive Flow 2023 VLDB 4.7325545e-05
7,534 Interactive Graph Search 2019 SIGMOD 4.7133212e-05
8,171 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 4.5655127e-05
8,512 Marigold: Efficient k-means Clustering in High Dimensions 2023 VLDB 4.4904708e-05
9,886 Graph Exploration: From Users to Large Graphs 2017 SIGMOD 4.2580321e-05
9,887 GMine: A System for Scalable, Interactive Graph Visualization and Mining 2006 VLDB 4.2580321e-05
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