DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing
Summary: Presents DPSynthesizer, a DP data-synthesis toolkit for privacy-preserving sharing in high-dimensional, large-domain data. DPCopula learns a DP copula from private marginals to capture dependencies, enabling scalable, high-fidelity synthesis beyond low-dimensional histograms. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Haoran Li
- 2. Li Xiong
- 3. Lifan Zhang
- 4. Xiaoqian Jiang
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,831 | Kamino: Constraint-Aware Differentially Private Data Synthesis | 2021 | VLDB | 6.7181688e-05 |
| 4,884 | Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration | 2020 | VLDB | 5.8540287e-05 |
| 7,485 | Differentially Private Data Generation with Missing Data | 2024 | VLDB | 4.7180617e-05 |
| 8,609 | PreFair: Privately Generating Justifiably Fair Synthetic Data | 2023 | VLDB | 4.4853979e-05 |
| 10,724 | Privacy-Enhanced Database Synthesis for Benchmark Publishing | 2025 | VLDB | 4.1945683e-05 |
| 10,798 | PrivEval: a tool for interactive evaluation of privacy metrics in synthetic data generation | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 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 |
| 178 | Boosting the Accuracy of Differentially Private Histograms Through Consistency | 2010 | VLDB | 0.00037697111 |
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