Pyramid sampling selects a subset of symmetric-function histogram cells to reduce over-the-air computation constellation design complexity from exponential to a tunable lower order, trading accuracy for tractability.
Federated learning over wireless fading channels,
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On Designing Modulation for Over-the-Air Computation -- Part II: Pyramid Sampling
Pyramid sampling selects a subset of symmetric-function histogram cells to reduce over-the-air computation constellation design complexity from exponential to a tunable lower order, trading accuracy for tractability.