DRL-based adaptive sharding for blockchain-based federated learning

Y Lin, Z Gao, H Du, J Kang, D Niyato… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Blockchain-based Federated Learning (FL) technology enables vehicles to make smart
decisions, improving vehicular services and enhancing the driving experience through a …

Secure, privacy preserving, and verifiable federating learning using blockchain for internet of vehicles

B Ghimire, DB Rawat - IEEE Consumer Electronics Magazine, 2021 - ieeexplore.ieee.org
Internet of Vehicles (IoV) has been sought as a solution to realize an Intelligent
Transportation System (ITS) for efficient traffic management. Data driven ITS requires …

[HTML][HTML] Integration of blockchain technology and federated learning in vehicular (iot) networks: A comprehensive survey

AR Javed, MA Hassan, F Shahzad, W Ahmed, S Singh… - Sensors, 2022 - mdpi.com
The Internet of Things (IoT) revitalizes the world with tremendous capabilities and potential
to be utilized in vehicular networks. The Smart Transport Infrastructure (STI) era depends …

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 …

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 comprehensive review on blockchains for Internet of Vehicles: Challenges and directions

B Hildebrand, M Baza, T Salman, S Tabassum… - Computer Science …, 2023 - Elsevier
Abstract Internet of Vehicles (IoVs) consists of smart vehicles, Autonomous Vehicles (AVs)
as well as roadside units (RSUs) that communicate wirelessly to provide enhanced …

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 …

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 …

Bift: A blockchain-based federated learning system for connected and autonomous vehicles

Y He, K Huang, G Zhang, FR Yu… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Machine learning (ML) algorithms are essential components in autonomous driving. In most
existing connected and autonomous vehicles (CAVs), a large amount of driving data …

Vehicular blockchain-based collective learning for connected and autonomous vehicles

Y Fu, FR Yu, C Li, TH Luan… - Ieee wireless …, 2020 - ieeexplore.ieee.org
The accuracy of the ML model is essential for the further development of AI-enabled CAVs.
With the increasing complexity of on-board sensor systems, the large amount of raw data …