LDPメカニズム

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メカニズム
アルゴリズム設計
分散学習の効率

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メカニズム
プライバシー保護プロトコル
収束分析

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メカニズム
データ整合性制約
プライバシーリスク管理