PreFair: Privately Generating Justifiably Fair Synthetic Data

Summary: PreFair integrates causal "justifiable fairness" into DP synthetic-data generation, adapting the notion for the synthetic-data setting to enforce fairness. It proves intractability, gives algorithms optimal under assumptions, and empirically yields significantly fairer synthetic data with comparable fidelity to leading DP generators. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13019
Venue: VLDB
Year: 2023
Pagerank: 4.4853979e-05
Overall Rank: 8,609 | 40.11%
DOI: 10.14778/3583140.3583168

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,223	On Fair Epsilon Net and Geometric Hitting Set	2026	VLDB	4.1945683e-05
10,724	Privacy-Enhanced Database Synthesis for Benchmark Publishing	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
1,041	Interventional Fairness : Causal Database Repair for Algorithmic Fairness	2019	SIGMOD	0.00014482047
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.0001194108
1,520	PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions	2016	SIGMOD	0.00011535148
1,738	PrivateSQL: A Differentially Private SQL Query Engine	2019	VLDB	0.00010720057
2,434	Optimizing error of high-dimensional statistical queries under differential privacy	2018	VLDB	8.8278955e-05
3,831	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB	6.7181688e-05
4,252	DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing	2014	VLDB	6.3233894e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,252	DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing	2014	VLDB	6.3233894e-05
2,881	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9665978e-05
7,502	PSynDB: Accurate and Accessible Private Data Generation	2019	VLDB	4.7180617e-05
10,354	Private Synthetic Data Generation in Bounded Memory	2025	PODS	4.1945683e-05
10,053	Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis]	2026	SIGMOD	4.1945683e-05
11,260	Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy	2023	VLDB	4.1945683e-05
11,143	DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms	2024	VLDB	4.1945683e-05
10,798	PrivEval: a tool for interactive evaluation of privacy metrics in synthetic data generation	2025	VLDB	4.1945683e-05
7,485	Differentially Private Data Generation with Missing Data	2024	VLDB	4.7180617e-05
3,304	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2467347e-05