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: 6646
Venue: SIGMOD
Year: 2023
Pagerank: 5.5951175e-05
Overall Rank: 5,264 | 63.42%
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
7,416	DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance	2023	SIGMOD	4.7309698e-05
7,441	Continual Observation of Joins under Differential Privacy	2024	SIGMOD	4.7251588e-05
8,275	Synthetic Tabular Data: Methods, Attacks and Defenses	2025	VLDB	4.5392079e-05
9,799	DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries	2023	SIGMOD	4.2777144e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1905499e-05
10,109	Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations	2026	SIGMOD	4.1905499e-05
10,509	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1905499e-05
10,731	Privacy-Enhanced Database Synthesis for Benchmark Publishing	2025	VLDB	4.1905499e-05
11,071	Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities	2024	VLDB	4.1905499e-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	0.00053910987
137	Revealing Information while Preserving Privacy	2003	PODS	0.00042381562
451	Towards Practical Differential Privacy for SQL Queries	2018	VLDB	0.00022807098
1,516	PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions	2016	SIGMOD	0.00011558246
1,607	Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets	2014	VLDB	0.00011171719
1,681	GUPT: Privacy Preserving Data Analysis Made Easy	2012	SIGMOD	0.00010922454
1,740	PrivateSQL: A Differentially Private SQL Query Engine	2019	VLDB	0.00010696383
1,762	PriView: Practical Differentially Private Release of Marginal Contingency Tables	2014	SIGMOD	0.00010629368
1,928	A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy	2014	VLDB	0.00010062105
1,935	Marginal Release Under Local Differential Privacy	2018	SIGMOD	0.00010033955
2,423	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8447357e-05
2,436	Optimizing error of high-dimensional statistical queries under differential privacy	2018	VLDB	8.8217855e-05
2,556	Answering Multi-Dimensional Analytical Queries under Local Differential Privacy	2019	SIGMOD	8.5485513e-05
2,651	Shrinkwrap: Efficient SQL Query Processing in Differentially Private Data Federations	2019	VLDB	8.3680222e-05
2,889	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9589189e-05
3,083	Computing Local Sensitivities of Counting Queries with Joins	2020	SIGMOD	7.5985351e-05
3,306	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2411112e-05
3,834	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB	6.713066e-05
5,499	R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys	2022	SIGMOD	5.4737427e-05
6,886	Synthesizing Linked Data Under Cardinality and Integrity Constraints	2021	SIGMOD	4.8904572e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
7,437	Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy	2023	SIGMOD	4.7258659e-05
7,059	Residual Sensitivity for Differentially Private Multi-Way Joins	2021	SIGMOD	4.8404261e-05
3,306	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2411112e-05
10,731	Privacy-Enhanced Database Synthesis for Benchmark Publishing	2025	VLDB	4.1905499e-05
7,865	Differentially Private Data Release over Multiple Tables	2023	PODS	4.6282846e-05
6,969	Architecting a Differentially Private SQL Engine	2019	CIDR	4.8749348e-05
1,177	Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins	2013	SIGMOD	0.00013465351
2,889	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9589189e-05
1,740	PrivateSQL: A Differentially Private SQL Query Engine	2019	VLDB	0.00010696383
10,509	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1905499e-05