Mechanism design for an incentive-aware blockchain-enabled federated learning platform

K Toyoda, AN Zhang - … conference on big data (Big Data), 2019 - ieeexplore.ieee.org
… of FL and blockchainrelated technology are described for a better understanding of the
blockchain-… A learning task is solved by a loose federation of participating devices (referred to as …

Artificial identification: a novel privacy framework for federated learning based on blockchain

L Ouyang, FY Wang, Y Tian, X Jia… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… vacy services to realize on-chain federated learning (FL), this article proposes a novel privacy
framework for FL based on blockchain and smart contracts, named Artificial Identification. …

Baffle: Blockchain based aggregator free federated learning

P Ramanan, K Nakayama - … on blockchain (Blockchain), 2020 - ieeexplore.ieee.org
… that integrate federated learning into blockchain technologies. The work done in [18] supports
implementing the FL framework into the mining mechanism of the underlying blockchain

A systematic literature review on blockchain enabled federated learning framework for internet of vehicles

M Billah, ST Mehedi, A Anwar, Z Rahman… - arXiv preprint arXiv …, 2022 - arxiv.org
… In this section, we describe the literature works on hybrid Blockchain-enabled federated
learning frameworks for intelligent transportation systems in terms of used methods, …

Toward on-device federated learning: A direct acyclic graph-based blockchain approach

M Cao, L Zhang, B Cao - … on Neural Networks and Learning …, 2021 - ieeexplore.ieee.org
… , “Blockchain-based node-aware dynamic weighting methods for improving federated learning
… Zhang, “Blockchain empowered asynchronous federated learning for secure data sharing …

ChainFL: A simulation platform for joint federated learning and blockchain in edge/cloud computing environments

G Qu, N Cui, H Wu, R Li, Y Ding - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… As for the task offloading models that do not involve blockchain and federated learning
our simulation platform is compatible with blockchain and federated learning, we use a P2P …

When collaborative federated learning meets blockchain to preserve privacy in healthcare

Z Abou El Houda, AS Hafid… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Federated Learning (FL) and blockchain technologies to enable privacy-preserving and
distributed learning … Furthermore, we design a novel blockchain-based scheme to facilitate/…

Privacy-preserving Byzantine-robust federated learning via blockchain systems

Y Miao, Z Liu, H Li, KKR Choo… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… Instead of a traditional security aggregation scenario, we consider a federated learning
scenario with m malicious clients in a total of n clients. First, we define the knowledge and …

[HTML][HTML] Federated learning optimization: A computational blockchain process with offloading analysis to enhance security

S Shitharth, H Manoharan, A Shankar… - Egyptian Informatics …, 2023 - Elsevier
… The major objective is to design a model with federated learning and blockchain technology
… Section 4 introduces federated learning and blockchain model for IoT. Section 5 analyzes …

Blockchain-enabled federated learning for UAV edge computing network: Issues and solutions

C Zhu, X Zhu, J Ren, T Qin - Ieee Access, 2022 - ieeexplore.ieee.org
… This article discusses a novel paradigm for integrating blockchain and federated learning
technology. We examined related works focusing on network structure design, performance …