Federated learning meets blockchain in edge computing: Opportunities and challenges

DC Nguyen, M Ding, QV Pham… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
… 1) We provide an overview of the fundamentals of FL and blockchain and propose a novel
FLchain architecture applicable to edge computing networks. 2) We identify and discuss the …

A systematic literature review of blockchain-based federated learning: Architectures, applications and issues

D Hou, J Zhang, KL Man, J Ma… - 2021 2nd Information …, 2021 - ieeexplore.ieee.org
… The research problems in this paper are the combination of FL and blockchain, so two
keywords including federated learning and blockchain are applied to query-related literature. …

Agent architecture of an intelligent medical system based on federated learning and blockchain technology

D Połap, G Srivastava, K Yu - Journal of Information Security and …, 2021 - Elsevier
… , multi-agent systems, federated learning, and blockchain technology. Next, in Section 3, we
present our novel IoMT model that uses federated learning and blockchain technology. Our …

Blockfla: Accountable federated learning via hybrid blockchain architecture

HB Desai, MS Ozdayi, M Kantarcioglu - Proceedings of the eleventh …, 2021 - dl.acm.org
… 3 SYSTEM ARCHITECTURE In this paper, we propose a practical system architecture
that allows any Federated Learning algorithm to run efficiently and securely while enabling …

Toward trustworthy ai: Blockchain-based architecture design for accountability and fairness of federated learning systems

SK Lo, Y Liu, Q Lu, C Wang, X Xu… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
federated learning systems, we present a blockchainbased trustworthy federated learning
architecture… This article proposed a blockchain-based federated learning approach to improve …

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
… a blockchain-based federated learning approach for device failure detection in IIoT. First, we
present a platform architecture of blockchain-based federated learning … In the architecture, …

Blockchain-enabled federated learning: A survey

Y Qu, MP Uddin, C Gan, Y Xiang, L Gao… - ACM Computing …, 2022 - dl.acm.org
blockchain and federated learning from various perspectives. In [58], Nguyen et al. discussed
blockchain… of Things, where blockchain and federated learning are separately discussed in …

Blockchain-empowered secure federated learning system: Architecture and applications

F Yu, H Lin, X Wang, A Yassine, MS Hossain - Computer Communications, 2022 - Elsevier
… to realize distributed machine learning on heterogeneous clients … Blockchain as a revolutionary
distributed ledger technology … framework of Blockchain-based Federated Learning (BFL) …

A framework for privacy-preservation of IoT healthcare data using Federated Learning and blockchain technology

S Singh, S Rathore, O Alfarraj, A Tolba… - Future Generation …, 2022 - Elsevier
… existing studies and the application of Federated Learning for smart applications; in Section
… followed by the blockchain and Federated Learning-enabled Secure Architecture for Privacy-…

Two-layered blockchain architecture for federated learning over the mobile edge network

L Feng, Z Yang, S Guo, X Qiu, W Li, P Yu - IEEE network, 2021 - ieeexplore.ieee.org
Federated learning (FL) is seen as a road toward privacy-… By leveraging blockchain, this
article puts forward a blockchain … First, a two-layered architecture is proposed that consists of …