Antesh Upadhyay

Improved Convergence Analysis and SNR Control Strategies for Federated Learning in the Presence of Noise

2023 · IEEE Access

We propose an improved convergence analysis technique that characterizes the distributed learning paradigm of federated learning (FL) with imperfect/noisy uplink and downlink communications. Such imperfect communication scenarios arise in the practical deployment of FL in …