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A Comprehensive Survey and Experimental Study of Learning-based Community Search
Summary: Survey and empirical study of learning-based community search: unified pipeline, taxonomy of community definitions, richer quality metrics, and detailed train/search overhead evaluation. Benchmarks methods to analyze metric correlations and reveal evaluation biases.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13934
- Venue
- VLDB
- Year
- 2025
- Pagerank
- 5.1725247e-05
- Overall Rank
- 10,656 | 25.95%
- DOI
-
10.14778/3746405.3746419
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No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 18 of 18 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 202 |
Querying K-Truss Community in Large and Dynamic Graphs |
2014 |
SIGMOD |
0.00025608916 |
| 713 |
Effective Community Search for Large Attributed Graphs |
2016 |
VLDB |
0.00014806877 |
| 1,105 |
Approximate Closest Community Search in Networks |
2016 |
VLDB |
0.00012236171 |
| 1,128 |
Truss-based Community Search: a Truss-equivalence Based Indexing Approach |
2017 |
VLDB |
0.00012139459 |
| 1,232 |
Attribute-Driven Community Search |
2017 |
VLDB |
0.00011657126 |
| 1,377 |
Truss-based Community Search over Large Directed Graphs |
2020 |
SIGMOD |
0.00011078472 |
| 1,420 |
Effective Community Search over Large Spatial Graphs |
2017 |
VLDB |
0.00010932936 |
| 1,654 |
Distance-generalized Core Decomposition |
2019 |
SIGMOD |
0.00010178111 |
| 1,693 |
Effective and Efficient Community Search over Large Heterogeneous Information Networks |
2020 |
VLDB |
0.00010080767 |
| 2,357 |
ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network |
2021 |
VLDB |
8.7735306e-05 |
| 2,828 |
Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed |
2022 |
VLDB |
8.128899e-05 |
| 3,389 |
Efficient Size-Bounded Community Search over Large Networks |
2021 |
VLDB |
7.5253331e-05 |
| 4,512 |
Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions |
2021 |
SIGMOD |
6.7224019e-05 |
| 5,434 |
DMCS : Density Modularity based Community Search |
2022 |
SIGMOD |
6.292015e-05 |
| 5,798 |
Neural Attributed Community Search at Billion Scale |
2023 |
SIGMOD |
6.1439835e-05 |
| 7,275 |
CommunityAF: An Example-based Community Search Method via Autoregressive Flow |
2023 |
VLDB |
5.7115743e-05 |
| 8,701 |
Efficient Unsupervised Community Search with Pre-trained Graph Transformer |
2024 |
VLDB |
5.4455191e-05 |
| 9,634 |
Inductive Attributed Community Search: to Learn Communities across Graphs |
2024 |
VLDB |
5.3018378e-05 |
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| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 10,076 |
Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements |
2026 |
SIGMOD |
5.1725247e-05 |
| 1,420 |
Effective Community Search over Large Spatial Graphs |
2017 |
VLDB |
0.00010932936 |
| 7,275 |
CommunityAF: An Example-based Community Search Method via Autoregressive Flow |
2023 |
VLDB |
5.7115743e-05 |
| 6,925 |
Topic-based Community Search over Spatial-Social Networks |
2020 |
VLDB |
5.8073162e-05 |
| 2,357 |
ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network |
2021 |
VLDB |
8.7735306e-05 |
| 8,701 |
Efficient Unsupervised Community Search with Pre-trained Graph Transformer |
2024 |
VLDB |
5.4455191e-05 |
| 280 |
Online Search of Overlapping Communities |
2013 |
SIGMOD |
0.00022555429 |
| 9,547 |
Deep Overlapping Community Search via Subspace Embedding |
2025 |
SIGMOD |
5.316206e-05 |
| 2,828 |
Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed |
2022 |
VLDB |
8.128899e-05 |
| 9,634 |
Inductive Attributed Community Search: to Learn Communities across Graphs |
2024 |
VLDB |
5.3018378e-05 |