A systematic review of federated learning: Challenges, aggregation methods, and development tools

Author:

Guendouzi Badra SouhilaORCID,Ouchani Samir,EL Assaad Hiba,EL Zaher Madeleine

Publisher

Elsevier BV

Subject

Computer Networks and Communications,Computer Science Applications,Hardware and Architecture

Reference167 articles.

1. Pytorch:An imperative style, high-performance deep learn- ing library;Adam,2019

2. Differential privacy for deep and federated learning: a survey;Ahmed;IEEE Access,2022

3. Ml-leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models;Ahmed,2018

4. Do gradient inversion attacks make federated learning unsafe?;Ali;IEEE Trans. Med. Imaging, 42, 2044 - 2056.,2023

5. Distributed approximate Newton algorithms and weight design for constrained optimization;Anderson;Automatica,2019

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