Introduces REED as a noncoherent primitive for signed aggregation in OTA-FL using paired resource-element energies, with exact first- and second-moment derivations under Rayleigh fading and a chip-diverse extension.
Optimized power control design for over-the-air federated edge learning
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
baseline 1
citation-polarity summary
fields
eess.SP 2roles
baseline 1polarities
baseline 1representative citing papers
Over-the-air federated learning exceeds amplifier peak-power limits in practice, and clipping-filtering mitigation degrades performance especially in multi-carrier OFDM systems.
citing papers explorer
-
Resource-Element Energy Difference for Noncoherent Over-the-Air Federated Learning
Introduces REED as a noncoherent primitive for signed aggregation in OTA-FL using paired resource-element energies, with exact first- and second-moment derivations under Rayleigh fading and a chip-diverse extension.
-
On Signal Peak Power Constraint of Over-the-Air Federated Learning
Over-the-air federated learning exceeds amplifier peak-power limits in practice, and clipping-filtering mitigation degrades performance especially in multi-carrier OFDM systems.