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)
Incoming Non-self Citations Over Time
Authors
- 1. Qing Sima (University of New South Wales)
- 2. Jianke Yu (University of Technology Sydney)
- 3. Xiaoyang Wang (University of New South Wales)
- 4. Wenjie Zhang (University of New South Wales)
- 5. Ying Zhang (University of Technology Sydney)
- 6. Xuemin Lin (Shanghai Jiao Tong University)
BibTeX Citation
@inproceedings{sima_sigmod25,
title = {{Deep Overlapping Community Search via Subspace Embedding}},
author = {Sima, Qing and Yu, Jianke and Wang, Xiaoyang and Zhang, Wenjie and Zhang, Ying and Lin, Xuemin},
series = {{SIGMOD} '25},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3709678},
url = {https://dl.acm.org/doi/10.1145/3709678},
year = {2025}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,821 | Efficient Unsupervised Community Search with Pre-trained Graph Transformer | 2024 | VLDB | 5.3624668e-05 |
| 10,367 | Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements | 2026 | SIGMOD | 5.093636e-05 |
| 11,067 | Machine Learning for Graph Data Management and Query Processing | 2025 | VLDB | 5.093636e-05 |
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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.
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Semantically Similar Papers
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|---|---|---|---|---|
| 1 | 706 | Effective Community Search for Large Attributed Graphs | 2016 | VLDB |
| 2 | 9,690 | Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks | 2025 | VLDB |
| 3 | 8,821 | Efficient Unsupervised Community Search with Pre-trained Graph Transformer | 2024 | VLDB |
| 4 | 2,383 | ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network | 2021 | VLDB |
| 5 | 8,477 | Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs | 2025 | SIGMOD |
| 6 | 2,873 | Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed | 2022 | VLDB |
| 7 | 7,006 | Topic-based Community Search over Spatial-Social Networks | 2020 | VLDB |
| 8 | 273 | Online Search of Overlapping Communities | 2013 | SIGMOD |
| 9 | 9,782 | Inductive Attributed Community Search: to Learn Communities across Graphs | 2024 | VLDB |
| 10 | 10,900 | A Comprehensive Survey and Experimental Study of Learning-based Community Search | 2025 | VLDB |