2022
QSFL: A Two-Level Uplink Communication Optimization Framework for Federated Learning
ICML 2022spotlight
In cross-device Federated Learning (FL), the communication cost of transmitting full-precision models between edge devices and a central server is a significant bottleneck, due to expensive, unreliable, and low-bandwidth wireless connections. As a solution, we propose a novel FL framework named QSFL…