A survey on over-the-air computation
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 …
effective from the perspective of engineering as isolated optimizations can be performed …
Over-the-Air Computation for 6G: Foundations, Technologies, and Applications
The rapid advancement of artificial intelligence technologies has given rise to diversified
intelligent services, which place unprecedented demands on massive connectivity and …
intelligent services, which place unprecedented demands on massive connectivity and …
[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 …
Federated Edge Learning for 6G: Foundations, Methodologies, and Applications
Artificial intelligence (AI) is envisioned to be natively integrated into the sixth-generation (6G)
mobile networks to support a diverse range of intelligent applications. Federated edge …
mobile networks to support a diverse range of intelligent applications. Federated edge …
Over-The-Air Federated Learning Over Scalable Cell-free Massive MIMO
Cell-free massive MIMO is emerging as a promising technology for future wireless
communication systems, which is expected to offer uniform coverage and high spectral …
communication systems, which is expected to offer uniform coverage and high spectral …
One-Bit Byzantine-Tolerant Distributed Learning via Over-the-Air Computation
Distributed learning has become a promising computational parallelism paradigm that
enables a wide scope of intelligent applications from the Internet of Things (IoT) to …
enables a wide scope of intelligent applications from the Internet of Things (IoT) to …
Byzantine-Resilient Hierarchical Federated Learning with Clustered Over-The-Air Aggregation
D Nordlund, J Liao, Z Chen - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
This work focuses on the reliability and resilience aspects of federated learning (FL) over
wireless networks with Over-the-Air (OtA) aggregation of local model updates from …
wireless networks with Over-the-Air (OtA) aggregation of local model updates from …