Federated Learning

Local Privacy-preserving Mechanisms and Applications in Machine Learning

Authors: Likun Qin, Tianshuo Qiu | Published: 2024-01-08
Data Privacy Assessment
Privacy Protection
Federated Learning

Privacy-Preserving in Blockchain-based Federated Learning Systems

Authors: Sameera K. M., Serena Nicolazzo, Marco Arazzi, Antonino Nocera, Rafidha Rehiman K. A., Vinod P, Mauro Conti | Published: 2024-01-07
Privacy Protection Method
Blockchain Technology
Federated Learning

Adaptive Differential Privacy in Federated Learning: A Priority-Based Approach

Authors: Mahtab Talaei, Iman Izadi | Published: 2024-01-04
Privacy Protection
Privacy Protection Method
Federated Learning

PPBFL: A Privacy Protected Blockchain-based Federated Learning Model

Authors: Yang Li, Chunhe Xia, Wanshuang Lin, Tianbo Wang | Published: 2024-01-02 | Updated: 2024-01-08
Privacy Protection Method
Model Communication
Federated Learning

Facebook Report on Privacy of fNIRS data

Authors: Md Imran Hossen, Sai Venkatesh Chilukoti, Liqun Shan, Vijay Srinivas Tida, Xiali Hei | Published: 2024-01-01
Privacy Protection Method
Model Performance Evaluation
Federated Learning

Privacy-Preserving Data in IoT-based Cloud Systems: A Comprehensive Survey with AI Integration

Authors: D. Dhinakaran, S. M. Udhaya Sankar, D. Selvaraj, S. Edwin Raja | Published: 2024-01-01
Watermarking
Privacy Protection Method
Federated Learning

AIJack: Let’s Hijack AI! Security and Privacy Risk Simulator for Machine Learning

Authors: Hideaki Takahashi | Published: 2023-12-29 | Updated: 2024-04-08
Watermarking
Poisoning
Federated Learning

Differentially Private Low-Rank Adaptation of Large Language Model Using Federated Learning

Authors: Xiao-Yang Liu, Rongyi Zhu, Daochen Zha, Jiechao Gao, Shan Zhong, Matt White, Meikang Qiu | Published: 2023-12-29 | Updated: 2024-06-02
Privacy Protection Method
Model Performance Evaluation
Federated Learning

An Empirical Study of Efficiency and Privacy of Federated Learning Algorithms

Authors: Sofia Zahri, Hajar Bennouri, Ahmed M. Abdelmoniem | Published: 2023-12-24
Privacy Protection
Privacy Protection Method
Federated Learning

Decentralised and collaborative machine learning framework for IoT

Authors: Martín González-Soto, Rebeca P. Díaz-Redondo, Manuel Fernández-Veiga, Bruno Rodríguez-Castro, Ana Fernández-Vilas | Published: 2023-12-19
Online Learning
Prototype Network
Federated Learning