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Community Detection in Heterogeneous Information Networks Without Materialization

Summary: SCAR enables community detection in heterogeneous networks without materialization, via meta-path-guided vertex sketches summarizing relations. Sketch-based modularity-change estimation lowers memory and compute, delivering fast results on large HINs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7273
Venue
SIGMOD
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,754 | 26.22%
DOI
10.1145/3725276

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Authors

BibTeX Citation

@inproceedings{jiang_sigmod25,
        title = {{Community Detection in Heterogeneous Information Networks Without Materialization}},
        author = {Jiang, Jiaxin and Yao, Siyuan and Chen, Yuhang and He, Bingsheng and Niu, Yudong and Li, Yuchen and Sun, Shixuan and Liu, Yongchao},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3725276},
        url = {https://dl.acm.org/doi/10.1145/3725276},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
189 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026114928
321 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021283186
731 PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks 2011 VLDB 0.00014537965
825 K-Core Decomposition of Large Networks on a Single PC 2016 VLDB 0.00013779895
1,647 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010125633
1,740 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.875587e-05
3,737 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.1609645e-05
3,855 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 7.0712144e-05
4,681 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.5665144e-05
4,753 Worst-Case Optimal Graph Joins in Almost No Space 2021 SIGMOD 6.5231863e-05
5,665 On A Quest for Combating Filter Bubbles and Misinformation 2022 SIGMOD 6.1286795e-05
7,011 GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection 2021 SIGMOD 5.7263348e-05
7,348 Heterogeneous Information Networks: the Past, the Present, and the Future 2022 VLDB 5.6368384e-05
8,390 Spade: A Real-Time Fraud Detection Framework on Evolving Graphs 2023 VLDB 5.4360143e-05
9,189 RUSH: Real-time Burst Subgraph Detection in Dynamic Graphs 2024 VLDB 5.3058708e-05
9,948 uBlade: Efficient Batch Processing for Uncertain Graph Queries 2024 SIGMOD 5.1915905e-05
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