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ESVFL: Efficient and secure verifiable federated learning with privacy-preserving
J Cai, W Shen, J Qin - Information Fusion, 2024 - Elsevier
Federated learning has been widely applied as a distributed machine learning method in
various fields, allowing a global model to be trained by sharing local gradients instead of …
various fields, allowing a global model to be trained by sharing local gradients instead of …
A Comprehensive Survey on Federated Learning in the Healthcare Area: Concept and Applications.
Federated learning is an innovative machine learning technique that deals with centralized
data storage issues while maintaining privacy and security. It involves constructing machine …
data storage issues while maintaining privacy and security. It involves constructing machine …
Advanced intrusion detection in MANETs: A survey of machine learning and optimization techniques for mitigating black/gray hole attacks
Mobile Ad Hoc Networks (MANETs) are dynamic networks without fixed infrastructure,
making them particularly vulnerable to security threats such as black and gray hole attacks …
making them particularly vulnerable to security threats such as black and gray hole attacks …
IMFL: An incentive mechanism for federated learning with personalized protection
Federated learning (FL) allows clients to keep local data sets and train collaboratively by
uploading model gradients, which achieves the goal of learning from fragmented sensitive …
uploading model gradients, which achieves the goal of learning from fragmented sensitive …
An efficient model of enhanced optimization and dilated-GRU based secured multi-access edge computing with blockchain for VANET sector
L Kalidoss, S Thouti, R Arunachalam… - Expert Systems with …, 2025 - Elsevier
Abstract The establishment of Vehicular Ad Hoc Networks (VANETs) has brought significant
advantages to humans, yet it also raises crucial safety considerations. Security is one of the …
advantages to humans, yet it also raises crucial safety considerations. Security is one of the …
Enhancing MANET Security through Federated Learning and Multiobjective optimization: A Trust-aware Routing Framework
Mobile ad hoc networks (MANETs) face significant challenges in maintaining secure and
efficient communication owing to their dynamic nature and vulnerability to security threats …
efficient communication owing to their dynamic nature and vulnerability to security threats …
A multifaceted survey on federated learning: Fundamentals, paradigm shifts, practical issues, recent developments, partnerships, trade-offs, trustworthiness, and ways …
A Majeed, SO Hwang - IEEE Access, 2024 - ieeexplore.ieee.org
Federated learning (FL) is considered a de facto standard for privacy preservation in AI
environments because it does not require data to be aggregated in some central place to …
environments because it does not require data to be aggregated in some central place to …
A secure object detection technique for intelligent transportation systems
Federated Learning is a decentralized machine learning technique that creates a global
model by aggregating local models from multiple edge devices without a need to access the …
model by aggregating local models from multiple edge devices without a need to access the …
Federated semi-supervised learning with tolerant guidance and powerful classifier in edge scenarios
J Wang, X Pei, R Wang, F Zhang, T Chen - Information Sciences, 2024 - Elsevier
Federated Learning is a distributed machine learning method that offers inherent
advantages in efficient learning and privacy protection within edge computing scenarios …
advantages in efficient learning and privacy protection within edge computing scenarios …
An authentication protocol for federated learning with blockchain in consumer electronic assisted autonomous driving environments
CM Chen, Y Hao, S Kumari… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Consumer electronics play a crucial role in the automotive sector by providing the essential
hardware infrastructure necessary for develo** autonomous vehicles. These vehicles …
hardware infrastructure necessary for develo** autonomous vehicles. These vehicles …