Plausible Deniability for Privacy-Preserving Data Synthesis

Summary: Plausible deniability: a privacy criterion for data synthesis, independent of adversary; testable. Efficient synthetic-data generation preserves statistics and ML utility; with proper randomness, it yields differential privacy on big datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11545
Venue: VLDB
Year: 2017
Pagerank: 7.2411112e-05
Overall Rank: 3,306 | 77.03%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,889	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9589189e-05
3,332	AIM: An Adaptive and Iterative Mechanism for Differentially Private Synthetic Data	2022	VLDB	7.2086982e-05
5,264	PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy	2023	SIGMOD	5.5951175e-05
9,592	HDPView: Differentially Private Materialized View for Exploring High Dimensional Relational Data	2022	VLDB	4.3161588e-05
10,053	Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis]	2026	SIGMOD	4.1905499e-05
10,509	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
145	Quickly Generating Billion-Record Synthetic Databases	1994	SIGMOD	0.00041403894
225	Generalizing Data to Provide Anonymity when Disclosing Information	1998	PODS	0.0003266103
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.00011931212
1,463	No Free Lunch in Data Privacy	2011	SIGMOD	0.00011856229
1,482	Simple and Realistic Data Generation	2006	VLDB	0.00011715248
3,103	Publishing Set-Valued Data via Differential Privacy	2011	VLDB	7.5578714e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,248	DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing	2014	VLDB	6.3175826e-05
4,885	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8509546e-05
2,889	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9589189e-05
7,501	PSynDB: Accurate and Accessible Private Data Generation	2019	VLDB	4.7135369e-05
10,366	Private Synthetic Data Generation in Bounded Memory	2025	PODS	4.1905499e-05
10,053	Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis]	2026	SIGMOD	4.1905499e-05
8,275	Synthetic Tabular Data: Methods, Attacks and Defenses	2025	VLDB	4.5392079e-05
2,423	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8447357e-05
10,913	Continual Release of Differentially Private Synthetic Data from Longitudinal Data Collections	2024	PODS	4.1905499e-05
7,485	Differentially Private Data Generation with Missing Data	2024	VLDB	4.7135369e-05