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 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,395 | Efficient Unsupervised Community Search with Pre-trained Graph Transformer | 2024 | VLDB | 5.3240312e-05 |
| 9,103 | Machine Learning for Graph Data Management and Query Processing | 2025 | VLDB | 5.208561e-05 |
| 10,413 | To Learn or Not to Learn? An In-depth Empirical Analysis of Community Search Approaches | 2027 | SIGMOD | 4.9605343e-05 |
| 10,639 | Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements | 2026 | SIGMOD | 4.9605343e-05 |
Previous
Page 1 / 1
Next
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.
Previous
Page 1 / 1
Next