A survey on over-the-air computation

A Şahin, R Yang - IEEE Communications Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Communication and computation are often viewed as separate tasks. This approach is very
effective from the perspective of engineering as isolated optimizations can be performed …

Over-the-Air Federated Learning and Optimization

J Zhu, Y Shi, Y Zhou, C Jiang, W Chen… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Federated edge learning (FL), as an emerging distributed machine learning paradigm,
allows a mass of edge devices to collaboratively train a global model while preserving …

Partial Model Pruning and Personalization for Wireless Federated Learning

X Liu, T Ratnarajah, M Sellathurai… - 2024 IEEE 25th …, 2024 - ieeexplore.ieee.org
To address the heterogeneity of devices' data and guarantee high computation and
communication efficiency of federated learning (FL), we consider an FL framework with …