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Privacy at Scale: Local Differential Privacy in Practice
Summary: Local differential privacy at Internet scale: deployments by Google, Apple, Microsoft for telemetry. Survey theory and algorithms; discuss data-management implications and open directions for scalable privacy analytics without a trusted server.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5589
- Venue
- SIGMOD
- Year
- 2018
- Pagerank
- 7.9443198e-05
- Overall Rank
- 2,899 | 79.84%
- DOI
-
10.1145/3183713.3197390
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 13 of 13 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 2,540 |
Frequency Estimation under Local Differential Privacy |
2021 |
VLDB |
8.5797299e-05 |
| 3,068 |
Answering Range Queries Under Local Differential Privacy |
2019 |
SIGMOD |
7.6171639e-05 |
| 3,159 |
Towards Practical Oblivious Join |
2022 |
SIGMOD |
7.4630494e-05 |
| 5,396 |
LDPTrace: Locally Differentially Private Trajectory Synthesis |
2023 |
VLDB |
5.5301599e-05 |
| 5,497 |
Real-World Trajectory Sharing with Local Differential Privacy |
2021 |
VLDB |
5.4752255e-05 |
| 6,077 |
The Fast and the Private: Task-based Dataset Search |
2024 |
CIDR |
5.2229324e-05 |
| 7,401 |
Frequency Estimation Under Multiparty Differential Privacy: One-shot and Streaming |
2022 |
VLDB |
4.7397228e-05 |
| 8,283 |
Measuring Re-identification Risk |
2023 |
SIGMOD |
4.5435639e-05 |
| 9,033 |
Unleash the Power of Ellipsis: Accuracy-enhanced Sparse Vector Technique with Exponential Noise |
2025 |
VLDB |
4.4039656e-05 |
| 9,393 |
PrivRM: A Framework for Range Mean Estimation under Local Differential Privacy |
2025 |
SIGMOD |
4.3441378e-05 |
| 10,480 |
Efficient and Accurate Differentially Private Cardinality Continual Releases |
2025 |
SIGMOD |
4.1945683e-05 |
| 10,946 |
An LDP Compatible Sketch for Securely Approximating Set Intersection Cardinalities |
2024 |
SIGMOD |
4.1945683e-05 |
| 11,244 |
Trajectory Data Collection with Local Differential Privacy |
2023 |
VLDB |
4.1945683e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 10,573 |
Privacy for Free: Leveraging Local Differential Privacy Perturbed Data from Multiple Services |
2025 |
VLDB |
4.1945683e-05 |
| 11,484 |
Practical Security and Privacy for Database Systems |
2021 |
SIGMOD |
4.1945683e-05 |
| 11,227 |
On the Risks of Collecting Multidimensional Data Under Local Differential Privacy |
2023 |
VLDB |
4.1945683e-05 |
| 2,540 |
Frequency Estimation under Local Differential Privacy |
2021 |
VLDB |
8.5797299e-05 |
| 3,433 |
LDP-IDS: Local Differential Privacy for Infinite Data Streams |
2022 |
SIGMOD |
7.0998035e-05 |
| 9,195 |
DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy |
2019 |
VLDB |
4.3756951e-05 |
| 10,162 |
Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty |
2026 |
SIGMOD |
4.1945683e-05 |
| 6,486 |
Differential Privacy in Data Publication and Analysis |
2012 |
SIGMOD |
5.0445043e-05 |
| 5,545 |
Differential Privacy in the Wild: A tutorial on current practices & open challenges |
2016 |
VLDB |
5.4462098e-05 |
| 5,687 |
Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges |
2017 |
SIGMOD |
5.3706593e-05 |