Reputation-based regional federated learning for knowledge trading in blockchain-enhanced IoV

Y Zou, F Shen, F Yan, J Lin… - 2021 IEEE wireless …, 2021 - ieeexplore.ieee.org
The Internet of Vehicles (IoV) aims to perceive, compute, and process environmental data in
a collaborative manner. Previous works focus on data sharing between vehicles, but a large …

Blockchain-based federated learning in mobile edge networks with application in internet of vehicles

R Wang, H Li, E Liu - arXiv preprint arXiv:2103.01116, 2021 - arxiv.org
The rapid increase of the data scale in Internet of Vehicles (IoV) system paradigm, hews out
new possibilities in boosting the service quality for the emerging applications through data …

A decentralized federated learning approach for connected autonomous vehicles

SR Pokhrel, J Choi - 2020 IEEE Wireless Communications and …, 2020 - ieeexplore.ieee.org
In this paper, we propose an autonomous blockchain-based federated learning (BFL)
design for privacy-aware and efficient vehicular communication networking, where local on …

[HTML][HTML] Blockchain-empowered AI for 6G-enabled Internet of Vehicles

F Ayaz, Z Sheng, D Tian, M Nekovee, N Saeed - Electronics, 2022 - mdpi.com
The 6G communication technologies are expected to provide fast data rates and incessant
connectivity to heterogeneous networks, such as the Internet of Vehicles (IoV). However, the …

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

Y Lu, X Huang, K Zhang, S Maharjan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In Internet of Vehicles (IoV), data sharing among vehicles for collaborative analysis can
improve the driving experience and service quality. However, the bandwidth, security and …

A hierarchical blockchain-enabled federated learning algorithm for knowledge sharing in internet of vehicles

H Chai, S Leng, Y Chen, K Zhang - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Internet of Vehicles (IoVs) is highly characterized by collaborative environment data sensing,
computing and processing. Emerging Big Data and Artificial Intelligence (AI) technologies …

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
While the convergence of Artificial Intelligence (AI) techniques with improved information
technology systems ensured enormous benefits to the Internet of Vehicles (IoVs) systems, it …

Multiaccess edge integrated networking for Internet of Vehicles: A blockchain-based deep compressed cooperative learning approach

D Zhang, W Shi, M St-Hilaire… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recently, Internet of Vehicles (IoV) and Machine Learning (ML) have attracted more and
more attention. Considering inefficient real-time training and high requirements on …

An incentive mechanism of incorporating supervision game for federated learning in autonomous driving

Y Fu, C Li, FR Yu, TH Luan… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Federated learning (FL), as a distributed machine learning technology, allows large-scale
nodes to utilize local datasets for model training and sharing without revealing privacy …

BFLEdge: Blockchain based federated edge learning scheme in V2X underlying 6G communications

VAK Patel, P Bhattacharya, S Tanwar… - … conference on cloud …, 2022 - ieeexplore.ieee.org
Sixth generation (6G) vehicle-to-anything (V2X) networks support intelligent edge computing
that leverages data sensing, computation, and offloading among vehicular nodes (VN) with …