FusionFedBlock:: Fusion of blockchain and federated learning to preserve privacy in industry 5.0

SK Singh, LT Yang, JH Park - 2023 - dl.acm.org
Nowadays, Industries are experiencing rapid changes in the digital environment, referred to
as Industry 5.0. The Internet of Things (IoT) and advanced technologies are essential in the …

[HTML][HTML] Federated learning and Blockchain integration for privacy protection in the Internet of Things: Challenges and solutions

M Al Asqah, T Moulahi - Future Internet, 2023 - mdpi.com
The Internet of Things (IoT) compromises multiple devices connected via a network to
perform numerous activities. The large amounts of raw user data handled by IoT operations …

[HTML][HTML] Blockchain-based federated learning methodologies in smart environments

D Li, Z Luo, B Cao - Cluster Computing, 2022 - Springer
Blockchain technology is an undeniable ledger technology that stores transactions in high-
security chains of blocks. Blockchain can solve security and privacy issues in a variety of …

A privacy-preserving and verifiable federated learning method based on blockchain

C Fang, Y Guo, J Ma, H Xie, Y Wang - Computer Communications, 2022 - Elsevier
As a novel distributed learning mechanism, federated learning has drawn widespread
attention by allowing multiple parties to train an accurate model collaboratively without …

Blockchain-based privacy preserving deep learning

X Zhu, H Li, Y Yu - Information Security and Cryptology: 14th International …, 2019 - Springer
Smart mobile devices have access to huge amounts of data appropriate to deep learning
models, which in turn can significantly improve the end-user experience on mobile devices …

Decentralized privacy using blockchain-enabled federated learning in fog computing

Y Qu, L Gao, TH Luan, Y Xiang, S Yu… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
As the extension of cloud computing and a foundation of IoT, fog computing is experiencing
fast prosperity because of its potential to mitigate some troublesome issues, such as network …

[HTML][HTML] Blockchain-enabled: Multi-layered security federated learning platform for preserving data privacy

Z Mahmood, V Jusas - Electronics, 2022 - mdpi.com
Privacy and data security have become the new hot topic for regulators in recent years. As a
result, Federated Learning (FL)(also called collaborative learning) has emerged as a new …

A survey on secure and private federated learning using blockchain: Theory and application in resource-constrained computing

E Moore, A Imteaj, S Rezapour… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Federated learning (FL) has gained widespread popularity in recent years due to the fast
booming of advanced machine learning and artificial intelligence, along with emerging …

Blockchain-empowered federated learning: Challenges, solutions, and future directions

J Zhu, J Cao, D Saxena, S Jiang, H Ferradi - ACM Computing Surveys, 2023 - dl.acm.org
Federated learning is a privacy-preserving machine learning technique that trains models
across multiple devices holding local data samples without exchanging them. There are …

Privacy-preserving blockchain-enabled federated learning for B5G-Driven edge computing

Y Wan, Y Qu, L Gao, Y Xiang - Computer Networks, 2022 - Elsevier
The arrival of the fifth-generation technology standard for broadband cellular networks (5G)
and beyond 5G networks (B5G) rises the speed and robustness ceiling of communicating …