A two-stage federated optimization algorithm for privacy computing in Internet of Things
J Zhang, Z Ning, F Xue - Future Generation Computer Systems, 2023 - Elsevier
With the advent of the Internet of things (IoT) era, federated learning plays an important role
in breaking through traditional data barriers and effectively realizing data privacy and …
in breaking through traditional data barriers and effectively realizing data privacy and …
RTGA: Robust ternary gradients aggregation for federated learning
C Yang, D Xiao, B Cao, W Wu - Information Sciences, 2022 - Elsevier
Federated learning is a privacy-preserving machine learning paradigm that can train a
model with decentralized data. Classical federated learning systems are vulnerable to …
model with decentralized data. Classical federated learning systems are vulnerable to …
Toward Secure Federated Learning for Internet of Things Using Deep Reinforcement Learning (DRL)-Enabled Reputation Mechanism
NM Al-Maslamani - 2023 - search.proquest.com
Federated Learning (FL) has emerged to leverage datasets from multiple devices to improve
the performance of a Machine Learning (ML) model while providing privacy preservation for …
the performance of a Machine Learning (ML) model while providing privacy preservation for …