Privacy Protection

ULDP-FL: Federated Learning with Across Silo User-Level Differential Privacy

Authors: Fumiyuki Kato, Li Xiong, Shun Takagi, Yang Cao, Masatoshi Yoshikawa | Published: 2023-08-23 | Updated: 2024-06-16
Privacy Protection
Privacy Protection Method
Federated Learning

Unsupervised anomalies detection in IIoT edge devices networks using federated learning

Authors: Niyomukiza Thamar, Hossam Samy Elsaid Sharara | Published: 2023-08-23
Privacy Protection
Unknown Attack Detection
Federated Learning

ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations

Authors: Xinpeng Ling, Jie Fu, Kuncan Wang, Haitao Liu, Zhili Chen | Published: 2023-08-21 | Updated: 2024-05-22
Privacy Protection
Convergence Guarantee
Federated Learning

Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges

Authors: Vishnu Pandi Chellapandi, Liangqi Yuan, Christopher G. Brinton, Stanislaw H Zak, Ziran Wang | Published: 2023-08-21 | Updated: 2023-11-11
Privacy Protection
Vehicle Network
Federated Learning

Private Federated Learning in Gboard

Authors: Yuanbo Zhang, Daniel Ramage, Zheng Xu, Yanxiang Zhang, Shumin Zhai, Peter Kairouz | Published: 2023-06-26
Privacy Protection
Federated Learning

Locally Differentially Private Distributed Online Learning with Guaranteed Optimality

Authors: Ziqin Chen, Yongqiang Wang | Published: 2023-06-25 | Updated: 2024-08-23
Algorithm Design
Privacy Protection
Convergence Guarantee

Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe

Authors: Xiang Yue, Huseyin A. Inan, Xuechen Li, Girish Kumar, Julia McAnallen, Hoda Shajari, Huan Sun, David Levitan, Robert Sim | Published: 2022-10-25 | Updated: 2023-07-18
Data Privacy Assessment
Data Protection Method
Privacy Protection

Analyzing Privacy Leakage in Machine Learning via Multiple Hypothesis Testing: A Lesson From Fano

Authors: Chuan Guo, Alexandre Sablayrolles, Maziar Sanjabi | Published: 2022-10-24 | Updated: 2023-08-10
Privacy Protection
Membership Inference
Statistical Hypothesis Testing

Machine and Deep Learning for IoT Security and Privacy: Applications, Challenges, and Future Directions

Authors: Subrato Bharati, Prajoy Podder | Published: 2022-10-24
IoT Security Risks
Privacy Protection
Deep Learning Technology

Android Private Compute Core Architecture

Authors: Eugenio Marchiori, Sarah de Haas, Sergey Volnov, Ronnie Falcon, Roxanne Pinto, Marco Zamarato | Published: 2022-09-21 | Updated: 2022-09-22
Privacy Protection
Privacy Technique
Dynamic Access Control