Federated Heavy Hitter Analytics with Local Differential Privacy
Summary: Introduces a target-aligning prefix-tree mechanism with epsilon-LDP for federated heavy hitter analytics. Adaptive extension balances prefix coverage with local heavy hitter estimation; consensus pruning uses cross-party priors to reveal hitters. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yuemin Zhang
- 2. Qingqing Ye
- 3. Haibo Hu
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,097 | P2 FedRec: Towards Privacy-Preserving and Personalized Federated Recommendation via Relationship Awareness | 2026 | SIGMOD | 4.1945683e-05 |
| 10,153 | Defense against Poisoning Attacks under Shuffle-DP | 2026 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 36 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.00076161096 |
| 2,540 | Frequency Estimation under Local Differential Privacy | 2021 | VLDB | 8.5797299e-05 |
| 5,396 | LDPTrace: Locally Differentially Private Trajectory Synthesis | 2023 | VLDB | 5.5301599e-05 |
| 6,599 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD | 4.9973567e-05 |
| 9,708 | DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release | 2024 | VLDB | 4.299267e-05 |
| 11,244 | Trajectory Data Collection with Local Differential Privacy | 2023 | VLDB | 4.1945683e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,041 | A General Framework for Per-record Differential Privacy | 2026 | SIGMOD | 4.1945683e-05 |
| 8,522 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS | 4.4937074e-05 |
| 3,097 | Publishing Set-Valued Data via Differential Privacy | 2011 | VLDB | 7.5647028e-05 |
| 11,043 | Uldp-FL: Federated Learning with Across-Silo User-Level Differential Privacy | 2024 | VLDB | 4.1945683e-05 |
| 6,700 | Differentially Private Vertical Federated Clustering | 2023 | VLDB | 4.9563668e-05 |
| 5,775 | Federated Matrix Factorization with Privacy Guarantee | 2022 | VLDB | 5.3310992e-05 |
| 10,573 | Privacy for Free: Leveraging Local Differential Privacy Perturbed Data from Multiple Services | 2025 | VLDB | 4.1945683e-05 |
| 4,805 | Projected Federated Averaging with Heterogeneous Differential Privacy | 2022 | VLDB | 5.9102798e-05 |
| 2,540 | Frequency Estimation under Local Differential Privacy | 2021 | VLDB | 8.5797299e-05 |
| 6,599 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD | 4.9973567e-05 |