Q-LocalAdam: Memory-Efficient Client-Side Adaptive Optimization for Edge Federated Learning

Vedant Waykole, Haroon R. Lone

Federated learning on edge devices must cope with non-IID client data and tight memory budgets. Adaptive optimizers like Adam stabilize training under data heterogeneity but requir…