On the Privacy Leakage of Over-the-Air Federated Learning Over MIMO Fading Channels
Federated learning (FL) allows edge devices to collaboratively train machine learning
models without directly sharing data. While over-the-air model aggregation improves …
models without directly sharing data. While over-the-air model aggregation improves …
Privacy-Enhanced Over-the-Air Federated Learning via Client-Driven Power Balancing
This paper introduces a novel privacy-enhanced over-the-air Federated Learning (OTA-FL)
framework using client-driven power balancing (CDPB) to address privacy concerns in OTA …
framework using client-driven power balancing (CDPB) to address privacy concerns in OTA …