A Review of Federated Learning Methods in Heterogeneous scenarios
Federated learning emerges as a solution to the dilemma of data silos while safeguarding
data privacy, particularly relevant in the consumer electronics sector where user data privacy …
data privacy, particularly relevant in the consumer electronics sector where user data privacy …
[HTML][HTML] Federated learning enables 6 G communication technology: Requirements, applications, and integrated with intelligence framework
The 5 G networks are effectively deployed worldwide, and academia and industries have
begun looking at 6 G network communication technology for consumer electronics …
begun looking at 6 G network communication technology for consumer electronics …
[HTML][HTML] DRL-empowered joint batch size and weighted aggregation adjustment mechanism for federated learning on non-IID data
J Bang, S Woo, J Lee - ICT Express, 2024 - Elsevier
To address the accuracy degradation as well as prolonged convergence time due to the
inherent data heterogeneity among end-devices in federated learning (FL), we introduce the …
inherent data heterogeneity among end-devices in federated learning (FL), we introduce the …
Exploring the Privacy-Energy Consumption Tradeoff for Split Federated Learning
Split Federated Learning (SFL) has recently emerged as a promising distributed learning
technology that leverages the strengths of both federated and split learning. In this …
technology that leverages the strengths of both federated and split learning. In this …
D2D-Assisted Adaptive Federated Learning in Energy-Constrained Edge Computing
Z Li, K Zhang, Y Zhang, Y Liu, Y Chen - Applied Sciences, 2024 - mdpi.com
The booming growth of the internet of things has brought about widespread deployment of
devices and massive amounts of sensing data to be processed. Federated learning (FL) …
devices and massive amounts of sensing data to be processed. Federated learning (FL) …
AI-Powered 5G Networks: A Roadmap for The Future of Wireless Communications
H Ibrahim, A El-Mawla - Nile Journal of Communication and …, 2024 - journals.ekb.eg
Artificial intelligence (AI) is a rapidly evolving technology that has the potential to
revolutionize 5G networks. AI could be employed to improve the performance, security, and …
revolutionize 5G networks. AI could be employed to improve the performance, security, and …