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

A review of federated learning in renewable energy applications: Potential, challenges, and future directions

Authors: Albin Grataloup, Stefan Jonas, Angela Meyer | Published: 2023-12-18
Energy Management
Personalization Method
Federated Learning

Towards Reliable Participation in UAV-Enabled Federated Edge Learning on Non-IID Data

Authors: Youssra Cheriguene, Wael Jaafar, Halim Yanikomeroglu, Chaker Abdelaziz Kerrache | Published: 2023-12-16
Participant Selection Method
Attack Method
Federated Learning

Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning

Authors: Jianwei Li, Sheng Liu, Qi Lei | Published: 2023-12-10 | Updated: 2024-03-15
Watermarking
Privacy Protection Method
Federated Learning