Search Results for author:
Found 6 papers, 4 papers with code
ULDP-FL: Federated Learning with Across Silo User-Level Differential Privacy
In this study, we present Uldp-FL, a novel FL framework designed to guarantee user-level DP in cross-silo FL where a single user's data may belong to multiple silos.
Network Shuffling: Privacy Amplification via Random Walks
However, introducing a centralized entity to the originally local privacy model loses some appeals of not having any centralized entity as in local differential privacy.
P3GM: Private High-Dimensional Data Release via Privacy Preserving Phased Generative Model
The state-of-the-art approach for this problem is to build a generative model under differential privacy, which offers a rigorous privacy guarantee.
Differentially Private Variational Autoencoders with Term-wise Gradient Aggregation
This paper studies how to learn variational autoencoders with a variety of divergences under differential privacy constraints.
PGLP: Customizable and Rigorous Location Privacy through Policy Graph
Third, we design a private location trace release framework that pipelines the detection of location exposure, policy graph repair, and private trajectory release with customizable and rigorous location privacy.
Cryptography and Security Computers and Society
PANDA: Policy-aware Location Privacy for Epidemic Surveillance
Our system has three primary functions for epidemic surveillance: location monitoring, epidemic analysis, and contact tracing.
Databases Cryptography and Security
