Database Paper Browser

Back to papers

CGM: An Enhanced Mechanism for Streaming Data Collection with Local Differential Privacy

Summary: CGM exploits autocorrelation in streaming data to enforce (epsilon, delta)-LDP using temporally correlated Gaussian noise, reducing noise relative to per-update LDP. An optimization-based noise synthesis with formal correctness yields substantial utility gains over one-shot LDP, validated on real streaming datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12402
Venue
VLDB
Year
2021
Pagerank
7.0674518e-05
Overall Rank
3,469 | 75.87%
DOI
10.14778/3476249.3476277

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
3,433 LDP-IDS: Local Differential Privacy for Infinite Data Streams 2022 SIGMOD 7.0998035e-05
6,599 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 4.9973567e-05
7,371 Benchmarking the Utility of w-event Differential Privacy Mechanisms - When Baselines Become Mighty Competitors 2023 VLDB 4.7497236e-05
7,417 DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance 2023 SIGMOD 4.7355114e-05
7,484 Privacy Amplification via Shuffling: Unified, Simplified, and Tightened 2024 VLDB 4.7180617e-05
9,150 Infinite Stream Estimation under Personalized w-Event Privacy 2025 VLDB 4.3849295e-05
9,393 PrivRM: A Framework for Range Mean Estimation under Local Differential Privacy 2025 SIGMOD 4.3441378e-05
10,184 MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy 2026 SIGMOD 4.1945683e-05
10,728 Continuous Publication of Weighted Graphs with Local Differential Privacy 2025 VLDB 4.1945683e-05
11,244 Trajectory Data Collection with Local Differential Privacy 2023 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

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
1,930 Marginal Release Under Local Differential Privacy 2018 SIGMOD 0.00010040732
2,555 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5477878e-05
3,638 Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics 2017 SIGMOD 6.8952488e-05
5,689 IoT-Detective: Analyzing IoT Data Under Differential Privacy 2018 SIGMOD 5.3691265e-05
9,195 DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy 2019 VLDB 4.3756951e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
11,244 Trajectory Data Collection with Local Differential Privacy 2023 VLDB 4.1945683e-05
5,229 Improving Utility and Security of the Shuffler-based Differential Privacy 2020 VLDB 5.6154535e-05
8,074 Set-valued Data Publication with Local Privacy: Tight Error Bounds and Efficient Mechanisms 2020 VLDB 4.5918992e-05
10,184 MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy 2026 SIGMOD 4.1945683e-05
2,408 Estimating Numerical Distributions under Local Differential Privacy 2020 SIGMOD 8.8780076e-05
11,019 AAA: an Adaptive Mechanism for Locally Differentially Private Mean Estimation 2024 VLDB 4.1945683e-05
10,573 Privacy for Free: Leveraging Local Differential Privacy Perturbed Data from Multiple Services 2025 VLDB 4.1945683e-05
5,267 Practical Differential Privacy via Grouping and Smoothing 2013 VLDB 5.5972313e-05
3,433 LDP-IDS: Local Differential Privacy for Infinite Data Streams 2022 SIGMOD 7.0998035e-05
10,162 Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty 2026 SIGMOD 4.1945683e-05