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 …

Training Machine Learning models at the Edge: A Survey

AR Khouas, MR Bouadjenek, H Hacid… - arXiv preprint arXiv …, 2024 - arxiv.org
Edge Computing (EC) has gained significant traction in recent years, promising enhanced
efficiency by integrating Artificial Intelligence (AI) capabilities at the edge. While the focus …

Robust Federated Learning Over the Air: Combating Heavy-Tailed Noise with Median Anchored Clipping

J Li, Z Chen, KFE Chong, B Das, TQS Quek… - arXiv preprint arXiv …, 2024 - arxiv.org
Leveraging over-the-air computations for model aggregation is an effective approach to
cope with the communication bottleneck in federated edge learning. By exploiting the …