Vertical federated learning over cloud-RAN: Convergence analysis and system optimization

Y Shi, S Xia, Y Zhou, Y Mao, C Jiang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Vertical federated learning (FL) is a collaborative machine learning framework that enables
devices to learn a global model from the feature-partition datasets without sharing local raw …

Multicarrier Spread Spectrum for Mega-Constellation Satellite Networks: Challenges, Opportunities, and Future Trends

W Yan, J An, J Song, Y Li… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
With the emerging concept of satellite mega-constellations (SatCons), connections are
about to become faster and broader, building an engine to boost innovation and productivity …

Differentially Private Over-the-Air Federated Learning Over MIMO Fading Channels

H Liu, J Yan, YJA Zhang - IEEE Transactions on Wireless …, 2024 - ieeexplore.ieee.org
Federated learning (FL) enables edge devices to collaboratively train machine learning
models, with model communication replacing direct data uploading. While over-the-air …