Blockchain-empowered secure federated learning system: Architecture and applications

F Yu, H Lin, X Wang, A Yassine, MS Hossain - Computer Communications, 2022 - Elsevier
Blockchain as a revolutionary distributed ledger technology can alleviate the above …
Blockchain-based Federated Learning (BFL) system with detailed description of its key technologies

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
… is federated learning only requires the exchange of training updates. The other one is only
the pointer saved on the blockchain … in blockchain, fog computing, and federated learning. We …

Blockchain-based federated learning for device failure detection in industrial IoT

W Zhang, Q Lu, Q Yu, Z Li, Y Liu, SK Lo… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
blockchain-based federated learning approach for device failure detection in IIoT. First, we
present a platform architecture of blockchain-based federated learning … root on a blockchain. …

Securing federated learning with blockchain: a systematic literature review

A Qammar, A Karim, H Ning, J Ding - Artificial Intelligence Review, 2023 - Springer
… review on the integration of Blockchain in federated learning was considered with the …
federated learning that can be solved by blockchain as well as the characteristics of Blockchain-…

Blockchain-based federated learning for securing internet of things: A comprehensive survey

W Issa, N Moustafa, B Turnbull, N Sohrabi… - ACM Computing …, 2023 - dl.acm.org
blockchain technology in IIoT. This work provided a review of the many advantages that
blockchain technology … In addition to this, it discussed the layered architecture of blockchain, as …

Towards blockchain-based reputation-aware federated learning

MH ur Rehman, K Salah, E Damiani… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
… Index Terms—blockchain, machine learning, federated learning, mobile edge … federated
learning (FL) as a new mechanism to share privacy preserving local machine learning model …

Blockchain empowered asynchronous federated learning for secure data sharing in internet of vehicles

Y Lu, X Huang, K Zhang, S Maharjan… - … Vehicular Technology, 2020 - ieeexplore.ieee.org
… Third, the delay due to federated learningblockchain and federated learning into IoV for
data sharing. We develop a hybrid blockchain - PermiDAG, and improve the federated learning

Blockchain-based federated learning for intelligent control in heavy haul railway

G Hua, L Zhu, J Wu, C Shen, L Zhou, Q Lin - IEEE Access, 2020 - ieeexplore.ieee.org
… of blockchain to provide the provenance of model updates [26]. For the first time, we apply
joint federated learning and blockchain … a federated learning framework based on blockchain, …

Blockchain-empowered decentralized horizontal federated learning for 5G-enabled UAVs

C Feng, B Liu, K Yu, SK Goudos… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… As a new machine learning paradigm, federated learning (FL) avoids privacy leakage by …
domain devices for learning. To address the abovementioned issues, a blockchain-empowered …

Blockchain and federated learning-based distributed computing defence framework for sustainable society

PK Sharma, JH Park, K Cho - Sustainable Cities and Society, 2020 - Elsevier
… of blockchain technology and federated learning in defence IoT; We present the design
overview of the proposed distributed computing framework, methodology, and detail computing …