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Marginal Release Under Local Differential Privacy

Summary: Local differential privacy for materializing multidimensional marginals; first tight theoretical bounds on accuracy under LDP. Empirical and theoretical evaluation shows Fourier-based releases beat direct local-marginal methods for modeling and correlation tests. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5552
Venue
SIGMOD
Year
2018
Pagerank
0.00010040732
Overall Rank
1,930 | 86.58%
DOI
10.1145/3183713.3196906

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
2,555 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5477878e-05
2,806 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 8.0911177e-05
2,899 Privacy at Scale: Local Differential Privacy in Practice 2018 SIGMOD 7.9443198e-05
3,068 Answering Range Queries Under Local Differential Privacy 2019 SIGMOD 7.6171639e-05
3,368 Answering Multi-Dimensional Range Queries under Local Differential Privacy 2021 VLDB 7.1714763e-05
3,399 Answering Range Queries Under Local Differential Privacy 2019 VLDB 7.1408089e-05
3,433 LDP-IDS: Local Differential Privacy for Infinite Data Streams 2022 SIGMOD 7.0998035e-05
3,469 CGM: An Enhanced Mechanism for Streaming Data Collection with Local Differential Privacy 2021 VLDB 7.0674518e-05
5,349 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 5.553869e-05
7,471 A workload-adaptive mechanism for linear queries under local differential privacy 2020 VLDB 4.7199888e-05
7,484 Privacy Amplification via Shuffling: Unified, Simplified, and Tightened 2024 VLDB 4.7180617e-05
8,074 Set-valued Data Publication with Local Privacy: Tight Error Bounds and Efficient Mechanisms 2020 VLDB 4.5918992e-05
9,285 PriPL-Tree: Accurate Range Query for Arbitrary Distribution under Local Differential Privacy 2024 VLDB 4.3623546e-05
9,393 PrivRM: A Framework for Range Mean Estimation under Local Differential Privacy 2025 SIGMOD 4.3441378e-05
10,153 Defense against Poisoning Attacks under Shuffle-DP 2026 SIGMOD 4.1945683e-05
10,162 Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty 2026 SIGMOD 4.1945683e-05
10,184 MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy 2026 SIGMOD 4.1945683e-05
11,019 AAA: an Adaptive Mechanism for Locally Differentially Private Mean Estimation 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

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