Differentially Private Binary- and Matrix-Valued Data Query: An XOR Mechanism
Summary: XOR-based DP for binary- and matrix-valued queries with matrix-Bernoulli noise; privacy and utility guaranteed. Heuristic learning minimizes squared error under epsilon-DP; uses exact HMC sampling; shows DP utility gains in classification and networks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Tianxi Ji (Case Western Reserve University)
- 2. Pan Li (Case Western Reserve University)
- 3. Emre Yilmaz (University of Houston)
- 4. Erman Ayday (Bilkent University; Case Western Reserve University)
- 5. Yanfang (Fanny) Ye (Case Western Reserve University)
- 6. Jinyuan Sun (University of Tennessee)
BibTeX Citation
@article{ji_vldb21,
title = {{Differentially Private Binary- and Matrix-Valued Data Query: An XOR Mechanism}},
author = {Ji, Tianxi and Li, Pan and Yilmaz, Emre and Ayday, Erman and Ye, Yanfang (Fanny) and Sun, Jinyuan},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {5},
pages = {849--862},
doi = {10.14778/3446095.3446106},
url = {https://doi.org/10.14778/3446095.3446106},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,311 | BlindFL: Vertical Federated Machine Learning without Peeking into Your Data | 2022 | SIGMOD | 7.4392547e-05 |
| 10,671 | Privacy Loss of Noise Perturbation via Concentration Analysis of A Product Measure | 2026 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 609 | Private Analysis of Graph Structure | 2011 | VLDB | 0.00015591971 |
| 1,838 | Publishing Graph Degree Distribution with Node Differential Privacy | 2016 | SIGMOD | 9.5315245e-05 |
| 2,370 | Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies | 2014 | SIGMOD | 8.5616358e-05 |
| 3,123 | Bayesian Differential Privacy on Correlated Data | 2015 | SIGMOD | 7.6232896e-05 |
| 3,909 | Pufferfish Privacy Mechanisms for Correlated Data | 2017 | SIGMOD | 6.9313197e-05 |
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