LDP Mechanism

sqSGD: Locally Private and Communication Efficient Federated Learning

Authors: Yan Feng, Tao Xiong, Ruofan Wu, LingJuan Lv, Leilei Shi | Published: 2022-06-21 | Updated: 2022-06-22
LDP Mechanism
Algorithm Design
Efficiency of Distributed Learning

Local Differential Privacy for Federated Learning

Authors: M. A. P. Chamikara, Dongxi Liu, Seyit Camtepe, Surya Nepal, Marthie Grobler, Peter Bertok, Ibrahim Khalil | Published: 2022-02-12 | Updated: 2022-08-03
LDP Mechanism
Privacy Enhancing Protocol
Convergence Analysis

Differential Privacy in Privacy-Preserving Big Data and Learning: Challenge and Opportunity

Authors: Honglu Jiang, Yifeng Gao, S M Sarwar, Luis GarzaPerez, Mahmudul Robin | Published: 2021-12-03
LDP Mechanism
Data Integrity Constraints
Privacy Risk Management