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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
5553
Venue
SIGMOD
Year
2018
Pagerank
0.00010033955
Overall Rank
1,935 | 86.56%
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
2,556 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5485513e-05
2,791 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 8.1198086e-05
2,898 Privacy at Scale: Local Differential Privacy in Practice 2018 SIGMOD 7.9497751e-05
3,073 Answering Range Queries Under Local Differential Privacy 2019 SIGMOD 7.6098046e-05
3,361 Answering Multi-Dimensional Range Queries under Local Differential Privacy 2021 VLDB 7.1718964e-05
3,401 Answering Range Queries Under Local Differential Privacy 2019 VLDB 7.1343786e-05
3,438 LDP-IDS: Local Differential Privacy for Infinite Data Streams 2022 SIGMOD 7.0929695e-05
3,474 CGM: An Enhanced Mechanism for Streaming Data Collection with Local Differential Privacy 2021 VLDB 7.0606467e-05
5,264 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 5.5951175e-05
7,471 A workload-adaptive mechanism for linear queries under local differential privacy 2020 VLDB 4.7158603e-05
7,484 Privacy Amplification via Shuffling: Unified, Simplified, and Tightened 2024 VLDB 4.7135369e-05
8,077 Set-valued Data Publication with Local Privacy: Tight Error Bounds and Efficient Mechanisms 2020 VLDB 4.5878947e-05
9,290 PriPL-Tree: Accurate Range Query for Arbitrary Distribution under Local Differential Privacy 2024 VLDB 4.358174e-05
9,398 PrivRM: A Framework for Range Mean Estimation under Local Differential Privacy 2025 SIGMOD 4.3399748e-05
10,153 Defense against Poisoning Attacks under Shuffle-DP 2026 SIGMOD 4.1905499e-05
10,162 Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty 2026 SIGMOD 4.1905499e-05
10,184 MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy 2026 SIGMOD 4.1905499e-05
11,022 AAA: an Adaptive Mechanism for Locally Differentially Private Mean Estimation 2024 VLDB 4.1905499e-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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