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PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy

Summary: PrivLava performs DP-relational data synthesis by modeling R with graphical models and latent variables to capture FK correlations. Supports arbitrary FK DAGs and mixed public/private relations, outperforming prior DP syntheses on Census and TPC-H. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h0814357337a7aea0
Venue
SIGMOD
Year
2023
Pagerank
6.3234288e-05
Overall Rank
4,964 | 66.73%
DOI
10.1145/3589287
PDF
Download (CC BY 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{cai_sigmod23,
        title = {{PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy}},
        author = {Cai, Kuntai and Xiao, Xiaokui and Cormode, Graham},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589287},
        url = {https://dl.acm.org/doi/10.1145/3589287},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
64 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038378358
123 Revealing Information while Preserving Privacy 2003 PODS 0.00030654879
279 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022277389
1,170 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011687052
1,249 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011336311
1,334 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00010981739
1,533 A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy 2014 VLDB 0.00010310932
1,620 PriView: Practical Differentially Private Release of Marginal Contingency Tables 2014 SIGMOD 0.00010041603
1,899 Marginal Release Under Local Differential Privacy 2018 SIGMOD 9.3931147e-05
1,966 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 9.282558e-05
2,032 Shrinkwrap: Efficient SQL Query Processing in Differentially Private Data Federations 2019 VLDB 9.1412376e-05
2,099 Optimizing error of high-dimensional statistical queries under differential privacy 2018 VLDB 9.0315525e-05
2,180 Data Synthesis based on Generative Adversarial Networks 2018 VLDB 8.9007609e-05
2,349 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5881783e-05
2,497 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 8.365674e-05
2,540 Data Synthesis via Differentially Private Markov Random Fields 2021 VLDB 8.3030691e-05
3,089 Plausible Deniability for Privacy-Preserving Data Synthesis 2017 VLDB 7.6434886e-05
3,304 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4211095e-05
4,518 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 6.551704e-05
6,916 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.6320169e-05
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