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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
- 5590
- Venue
- SIGMOD
- Year
- 2018
- Pagerank
- 7.9497751e-05
- Overall Rank
- 2,898 | 79.87%
- 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 |
8.5714554e-05 |
| 3,026 |
Towards Practical Oblivious Join |
2022 |
SIGMOD |
7.691304e-05 |
| 3,073 |
Answering Range Queries Under Local Differential Privacy |
2019 |
SIGMOD |
7.6098046e-05 |
| 5,403 |
LDPTrace: Locally Differentially Private Trajectory Synthesis |
2023 |
VLDB |
5.5248422e-05 |
| 5,512 |
Real-World Trajectory Sharing with Local Differential Privacy |
2021 |
VLDB |
5.4699659e-05 |
| 6,081 |
The Fast and the Private: Task-based Dataset Search |
2024 |
CIDR |
5.2179192e-05 |
| 7,401 |
Frequency Estimation Under Multiparty Differential Privacy: One-shot and Streaming |
2022 |
VLDB |
4.7351747e-05 |
| 8,277 |
Measuring Re-identification Risk |
2023 |
SIGMOD |
4.5392079e-05 |
| 8,901 |
Unleash the Power of Ellipsis: Accuracy-enhanced Sparse Vector Technique with Exponential Noise |
2025 |
VLDB |
4.4229886e-05 |
| 9,398 |
PrivRM: A Framework for Range Mean Estimation under Local Differential Privacy |
2025 |
SIGMOD |
4.3399748e-05 |
| 10,490 |
Efficient and Accurate Differentially Private Cardinality Continual Releases |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,949 |
An LDP Compatible Sketch for Securely Approximating Set Intersection Cardinalities |
2024 |
SIGMOD |
4.1905499e-05 |
| 11,246 |
Trajectory Data Collection with Local Differential Privacy |
2023 |
VLDB |
4.1905499e-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 |
| 10,582 |
Privacy for Free: Leveraging Local Differential Privacy Perturbed Data from Multiple Services |
2025 |
VLDB |
4.1905499e-05 |
| 11,488 |
Practical Security and Privacy for Database Systems |
2021 |
SIGMOD |
4.1905499e-05 |
| 11,229 |
On the Risks of Collecting Multidimensional Data Under Local Differential Privacy |
2023 |
VLDB |
4.1905499e-05 |
| 2,540 |
Frequency Estimation under Local Differential Privacy |
2021 |
VLDB |
8.5714554e-05 |
| 3,438 |
LDP-IDS: Local Differential Privacy for Infinite Data Streams |
2022 |
SIGMOD |
7.0929695e-05 |
| 9,198 |
DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy |
2019 |
VLDB |
4.371501e-05 |
| 10,162 |
Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty |
2026 |
SIGMOD |
4.1905499e-05 |
| 6,480 |
Differential Privacy in Data Publication and Analysis |
2012 |
SIGMOD |
5.0396886e-05 |
| 5,552 |
Differential Privacy in the Wild: A tutorial on current practices & open challenges |
2016 |
VLDB |
5.4413452e-05 |
| 5,700 |
Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges |
2017 |
SIGMOD |
5.3655082e-05 |