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Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges
In recent years, Federated Learning (FL) has gained relevance in training collaborative
models without sharing sensitive data. Since its birth, Centralized FL (CFL) has been the …
models without sharing sensitive data. Since its birth, Centralized FL (CFL) has been the …
Blockchain meets federated learning in healthcare: A systematic review with challenges and opportunities
Recently, innovations in the Internet of Medical Things (IoMT), information and
communication technologies, and machine learning (ML) have enabled smart healthcare …
communication technologies, and machine learning (ML) have enabled smart healthcare …
[HTML][HTML] Blockchain for secure and decentralized artificial intelligence in cybersecurity: A comprehensive review
AMS Saleh - Blockchain: Research and Applications, 2024 - Elsevier
As the usage of artificial intelligence (AI) grows within the field of cybersecurity, so too does
the demand for secure and decentralized AI systems to protect against potential cyber …
the demand for secure and decentralized AI systems to protect against potential cyber …
Latency optimization for blockchain-empowered federated learning in multi-server edge computing
In this paper, we study a new latency optimization problem for blockchain-based federated
learning (BFL) in multi-server edge computing. In this system model, distributed mobile …
learning (BFL) in multi-server edge computing. In this system model, distributed mobile …
Distance-aware hierarchical federated learning in blockchain-enabled edge computing network
Federated learning (FL) has been proposed as an emerging paradigm to perform privacy-
preserving distributed machine learning in the Internet of Things (IoT). However, the …
preserving distributed machine learning in the Internet of Things (IoT). However, the …
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
Unmanned aerial vehicles (UAVs) extend the traditional ground-based Internet of Things
(IoT) into the air. UAV mobile edge computing (MEC) architectures have been proposed by …
(IoT) into the air. UAV mobile edge computing (MEC) architectures have been proposed by …
Enhancing trust and privacy in distributed networks: a comprehensive survey on blockchain-based federated learning
J Liu, C Chen, Y Li, L Sun, Y Song, J Zhou… - … and Information Systems, 2024 - Springer
While centralized servers pose a risk of being a single point of failure, decentralized
approaches like blockchain offer a compelling solution by implementing a consensus …
approaches like blockchain offer a compelling solution by implementing a consensus …
Advancing blockchain-based federated learning through verifiable off-chain computations
Federated learning may be subject to both global aggregation attacks and distributed
poisoning attacks. Blockchain technology along with incentive and penalty mechanisms …
poisoning attacks. Blockchain technology along with incentive and penalty mechanisms …
Enhanced collaborative intrusion detection for industrial cyber-physical systems using permissioned blockchain and decentralized federated learning networks
In the digital economy, the security of Cyber-Physical Systems (CPSs) is paramount. Despite
the deployment of various Intrusion Detection Systems (IDSs) in industrial CPSs, the primary …
the deployment of various Intrusion Detection Systems (IDSs) in industrial CPSs, the primary …
Security considerations for virtual reality systems
K Viswanathan, A Yazdinejad - arxiv preprint arxiv:2201.02563, 2022 - arxiv.org
There is a growing need for authentication methodology in virtual reality applications.
Current systems assume that the immersive experience technology is a collection of …
Current systems assume that the immersive experience technology is a collection of …