HFSL: heterogeneity split federated learning based on client computing capabilities

N Wu, W Zhao, Y Chen, J Xiao, J Wang… - The Journal of …, 2025 - Springer
With the rapid growth of the internet of things (IoT) and smart devices, edge computing has
emerged as a critical technology for processing massive amounts of data and protecting …

Fortifying Federated Learning: A Comprehensive Analysis and Novel Solutions for Privacy and Security Issues in Federated Learning

S Pathak - 2024 - search.proquest.com
Data exhibits a natural distribution, and effective machine learning models rely on
substantial datasets. However, much data remains inaccessible due to privacy and security …

Benchmarking Federated Learning Frameworks for Aviation Network Data

BS Chandar - 2023 - search.proquest.com
Abstract Automatic Dependent Surveillance-Broadcast (ADS-B) is an alternative technology
adopted by the FAA instead of ground radar to enhance accurate navigation by relying on …