Ask a Question

Prefer a chat interface with context about you and your work?

An Autoencoder-Based Constellation Design for AirComp in Wireless Federated Learning

An Autoencoder-Based Constellation Design for AirComp in Wireless Federated Learning

Wireless federated learning (FL) relies on efficient uplink communications to aggregate model updates across distributed edge devices. Over-the-air computation (a.k.a. AirComp) has emerged as a promising approach for addressing the scalability challenge of FL over wireless links with limited communication resources. Unlike conventional methods, AirComp allows multiple edge devices to …