[HTML][HTML] Over-the-air federated learning: Status quo, open challenges, and future directions
The development of applications based on artificial intelligence and implemented over
wireless networks is increasingly rapidly and is expected to grow dramatically in the future …
wireless networks is increasingly rapidly and is expected to grow dramatically in the future …
Data and model poisoning backdoor attacks on wireless federated learning, and the defense mechanisms: A comprehensive survey
Due to the greatly improved capabilities of devices, massive data, and increasing concern
about data privacy, Federated Learning (FL) has been increasingly considered for …
about data privacy, Federated Learning (FL) has been increasingly considered for …
OFDMA-F2L: Federated Learning With Flexible Aggregation Over an OFDMA Air Interface
Federated learning (FL) can suffer from communication bottlenecks when deployed in
mobile networks, limiting participating clients and deterring FL convergence. In this context …
mobile networks, limiting participating clients and deterring FL convergence. In this context …
Wireless Federated Learning over Resource-Constrained Networks: Digital versus Analog Transmissions
To enable wireless federated learning (FL) in communication resource-constrained
networks, two communication schemes, ie, digital and analog ones, are effective solutions …
networks, two communication schemes, ie, digital and analog ones, are effective solutions …
FLARE: A New Federated Learning Framework with Adjustable Learning Rates over Resource-Constrained Wireless Networks
Wireless federated learning (WFL) suffers from heterogeneity prevailing in the data
distributions, computing powers, and channel conditions of participating devices. This paper …
distributions, computing powers, and channel conditions of participating devices. This paper …
Robust Over-the-Air Federated Learning
Interest continues to grow in using federated learning (FL) for a variety of signal processing
and communications applications. This paper focuses on a robust design for FL to mitigate …
and communications applications. This paper focuses on a robust design for FL to mitigate …