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Deep Overlapping Community Search via Subspace Embedding
Summary: OCS redefined for personalized queries; SSF generalizes ML-based CS to overlapping structures. Introduces SMN, a lightweight model with broad receptive fields; ML-based OCS study, achieving 13.73% F1 and 1000× speedup.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 7027
- Venue
- SIGMOD
- Year
- 2025
- Pagerank
- 4.3212967e-05
- Overall Rank
- 9,553 | 33.61%
- DOI
-
10.1145/3709678
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 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 |
| 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 |
| 2,901 |
ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network |
2021 |
VLDB |
7.9448215e-05 |
| 2,988 |
Neural Subgraph Counting with Wasserstein Estimator |
2022 |
SIGMOD |
7.7752463e-05 |
| 3,370 |
Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed |
2022 |
VLDB |
7.1645471e-05 |
| 4,936 |
Efficient Algorithms for Answering the m-Closest Keywords Query |
2015 |
SIGMOD |
5.8150061e-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 |
| 6,259 |
Neural Attributed Community Search at Billion Scale |
2023 |
SIGMOD |
5.1305787e-05 |
| 8,821 |
Efficient Unsupervised Community Search with Pre-trained Graph Transformer |
2024 |
VLDB |
4.437516e-05 |
| 8,904 |
Efficient Influence Minimization via Node Blocking |
2024 |
VLDB |
4.4229886e-05 |
| 11,063 |
Efficient Maximal Frequent Group Enumeration in Temporal Bipartite Graphs |
2024 |
VLDB |
4.1905499e-05 |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 1,000 |
Effective Community Search for Large Attributed Graphs |
2016 |
VLDB |
0.00014714977 |
| 10,562 |
Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks |
2025 |
VLDB |
4.1905499e-05 |
| 8,821 |
Efficient Unsupervised Community Search with Pre-trained Graph Transformer |
2024 |
VLDB |
4.437516e-05 |
| 2,901 |
ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network |
2021 |
VLDB |
7.9448215e-05 |
| 9,552 |
Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs |
2025 |
SIGMOD |
4.3212967e-05 |
| 3,370 |
Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed |
2022 |
VLDB |
7.1645471e-05 |
| 7,287 |
Topic-based Community Search over Spatial-Social Networks |
2020 |
VLDB |
4.7697047e-05 |
| 370 |
Online Search of Overlapping Communities |
2013 |
SIGMOD |
0.00025391823 |
| 9,649 |
Inductive Attributed Community Search: to Learn Communities across Graphs |
2024 |
VLDB |
4.3067693e-05 |
| 10,656 |
A Comprehensive Survey and Experimental Study of Learning-based Community Search |
2025 |
VLDB |
4.1905499e-05 |