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PriPL-Tree: Accurate Range Query for Arbitrary Distribution under Local Differential Privacy

Summary: PriPL-Tree: hierarchical LDP structure that models node distributions with piecewise-linear fits instead of the usual uniform-within-partition assumption, improving range-query accuracy with few segments. Multidimensional extension uses data-aware adaptive grids built from PriPL marginals. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h92e1b8602b311ac4
Venue
VLDB
Year
2024
Pagerank
5.168414e-05
Overall Rank
9,484 | 36.26%
DOI
10.14778/3681954.3681981
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{wang_vldb24,
        title = {{PriPL-Tree: Accurate Range Query for Arbitrary Distribution under Local Differential Privacy}},
        author = {Wang, Leixia and Ye, Qingqing and Hu, Haibo and Meng, Xiaofeng},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {11},
        pages = {3031--3044},
        doi = {10.14778/3681954.3681981},
        url = {https://doi.org/10.14778/3681954.3681981},
        year = {2024}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
121 Boosting the Accuracy of Differentially Private Histograms Through Consistency 2010 VLDB 0.0003107472
458 The PGM-index: a fully-dynamic compressed learned index with provable worst-case bounds 2020 VLDB 0.00017880664
558 Understanding Hierarchical Methods for Differentially Private Histograms 2013 VLDB 0.0001646292
768 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.00014107655
1,324 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011018143
1,440 LISA: A Learned Index Structure for Spatial Data 2020 SIGMOD 0.00010638444
1,530 A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy 2014 VLDB 0.00010345019
1,610 PriView: Practical Differentially Private Release of Marginal Contingency Tables 2014 SIGMOD 0.00010074806
1,714 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees 2009 VLDB 9.8119635e-05
1,889 Marginal Release Under Local Differential Privacy 2018 SIGMOD 9.4242478e-05
2,270 FINEdex: A Fine-grained Learned Index Scheme for Scalable and Concurrent Memory Systems 2022 VLDB 8.7166469e-05
2,338 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.6165753e-05
2,804 Estimating Numerical Distributions under Local Differential Privacy 2020 SIGMOD 7.9817412e-05
3,177 Answering Range Queries Under Local Differential Privacy 2019 VLDB 7.5637918e-05
4,216 Answering Multi-Dimensional Range Queries under Local Differential Privacy 2021 VLDB 6.7263509e-05
5,790 A Neural Database for Differentially Private Spatial Range Queries 2022 VLDB 5.9914362e-05
8,067 A workload-adaptive mechanism for linear queries under local differential privacy 2020 VLDB 5.3932668e-05
11,762 Trajectory Data Collection with Local Differential Privacy 2023 VLDB 4.9769913e-05
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