Sheng-zhi Huang

KaaS-Edge: Resource-Aware Knowledge Distillation Service for Heterogeneous Wireless Edge Networks

Federated distillation (FD) enables collaborative edge learning by exchanging soft predictions rather than model parameters, offering communication efficiency and architectural flexibility. However, deploying FD over heterogeneous wireless networks requires principled methods to schedule device participation and alloca...