Fluid antenna systems in over-the-air federated learning achieve lower aggregation error outage probability and higher user participation than fixed-antenna baselines by dynamically selecting positions and modeling spatial correlation with the Clayton copula.
Federated learning via over- the-air computation,
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Performance Analysis of Fluid Antenna-Assisted Over-the-Air Federated Learning Under Spatially Correlated Fading
Fluid antenna systems in over-the-air federated learning achieve lower aggregation error outage probability and higher user participation than fixed-antenna baselines by dynamically selecting positions and modeling spatial correlation with the Clayton copula.