L. Lampe

GQ-FSL: Green Quantized Federated Split Learning Framework for Wireless Edge Networks

A green quantized FSL (GQ-FSL) framework that incorporates stochastic quantization for both local collaborative training and wireless transmissions and enables large-scale DNN deployment on resource-constrained devices, achieving superior energy efficiency compared to quantized federated learning and full-precision FSL.