Improving Utility and Security of the Shuffler-based Differential Privacy
Summary: Analyzes LDP with a non-colluding shuffler, enumerating adversaries and threat models; proposes a new algorithm with a better privacy-utility tradeoff under shuffler-based DP. Introduces a robust protocol to resist attacks, with experiments showing gains. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Tianhao Wang
- 2. Bolin Ding
- 3. Min Xu
- 4. Zhicong Huang
- 5. Cheng Hong
- 6. Jingren Zhou
- 7. Ninghui Li
- 8. Somesh Jha
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,509 | Network Shuffling: Privacy Amplification via Random Walks | 2022 | SIGMOD | 4.4904878e-05 |
| 10,153 | Defense against Poisoning Attacks under Shuffle-DP | 2026 | SIGMOD | 4.1905499e-05 |
| 10,229 | Doppio: Communication-Efficient and Secure Multi-Party Shuffle Differential Privacy | 2026 | VLDB | 4.1905499e-05 |
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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.
| Rank | Cited 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 |
| 3,361 | Answering Multi-Dimensional Range Queries under Local Differential Privacy | 2021 | VLDB | 7.1718964e-05 |
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