SEP 8, 2026 · PREPRINT
Non-Coherent Over-the-Air Federated Learning: Protocol, Convergence, and Device Scheduling
arXiv
A theoretical protocol with convergence analysis and experimental validation on standard datasets, but without clinical or real-world deployment evidence, peer review, or comparison to deployed federated learning systems.
Reported
Convergence rateO(1/√T)
Benchmark datasetsMNIST and CIFAR-10