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: 6645
Venue: SIGMOD
Year: 2023
Pagerank: 5.553869e-05
Overall Rank: 5,349 | 62.79%
DOI: 10.1145/3589287

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,885	Continual Observation of Joins under Differential Privacy	2024	SIGMOD	5.2880878e-05
7,417	DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance	2023	SIGMOD	4.7355114e-05
8,280	Synthetic Tabular Data: Methods, Attacks and Defenses	2025	VLDB	4.5435639e-05
9,796	DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries	2023	SIGMOD	4.2818172e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1945683e-05
10,109	Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations	2026	SIGMOD	4.1945683e-05
10,500	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1945683e-05
10,724	Privacy-Enhanced Database Synthesis for Benchmark Publishing	2025	VLDB	4.1945683e-05
11,068	Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities	2024	VLDB	4.1945683e-05

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
83	Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis	2009	SIGMOD	0.00053933811
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
453	Towards Practical Differential Privacy for SQL Queries	2018	VLDB	0.00022741848
1,520	PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions	2016	SIGMOD	0.00011535148
1,602	Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets	2014	VLDB	0.00011199166
1,681	GUPT: Privacy Preserving Data Analysis Made Easy	2012	SIGMOD	0.00010929746
1,738	PrivateSQL: A Differentially Private SQL Query Engine	2019	VLDB	0.00010720057
1,764	PriView: Practical Differentially Private Release of Marginal Contingency Tables	2014	SIGMOD	0.00010636626
1,930	Marginal Release Under Local Differential Privacy	2018	SIGMOD	0.00010040732
1,935	A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy	2014	VLDB	0.00010032967
2,421	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8514021e-05
2,434	Optimizing error of high-dimensional statistical queries under differential privacy	2018	VLDB	8.8278955e-05
2,555	Answering Multi-Dimensional Analytical Queries under Local Differential Privacy	2019	SIGMOD	8.5477878e-05
2,673	Shrinkwrap: Efficient SQL Query Processing in Differentially Private Data Federations	2019	VLDB	8.3333418e-05
2,881	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9665978e-05
3,104	Computing Local Sensitivities of Counting Queries with Joins	2020	SIGMOD	7.5578613e-05
3,304	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2467347e-05
3,831	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB	6.7181688e-05
5,491	R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys	2022	SIGMOD	5.4776364e-05
6,887	Synthesizing Linked Data Under Cardinality and Integrity Constraints	2021	SIGMOD	4.8937852e-05

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Overall Rank	Paper	Year	Venue	Pagerank
7,439	Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy	2023	SIGMOD	4.7304034e-05
7,064	Residual Sensitivity for Differentially Private Multi-Way Joins	2021	SIGMOD	4.8450749e-05
3,304	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2467347e-05
10,724	Privacy-Enhanced Database Synthesis for Benchmark Publishing	2025	VLDB	4.1945683e-05
7,864	Differentially Private Data Release over Multiple Tables	2023	PODS	4.6327272e-05
6,970	Architecting a Differentially Private SQL Engine	2019	CIDR	4.8796169e-05
1,177	Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins	2013	SIGMOD	0.00013470212
2,881	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9665978e-05
1,738	PrivateSQL: A Differentially Private SQL Query Engine	2019	VLDB	0.00010720057
10,500	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1945683e-05