3 papers
cs.LG2026
FedBiCross: Personalized One-Shot Federated Learning on Medical Images
Yuexuan Xia, Yinghao Zhang, Yalin Liu +2
Data-free knowledge distillation-based one-shot federated learning (OSFL) trains a model in a single communication round without sharing raw data, making OSFL attractive for privac…
cs.LG2025
Cloud-Fog-Edge Collaborative Computing for Sequential MIoT Workflow: A Two-Tier DDPG-Based Scheduling Framework
Yuhao Fu, Yinghao Zhang, Yalin Liu +2
The Medical Internet of Things (MIoT) demands stringent end-to-end latency guarantees for sequential healthcare workflows deployed over heterogeneous cloud-fog-edge infrastructures…
cs.NI2025
A Confidence-Constrained Cloud-Edge Collaborative Framework for Autism Spectrum Disorder Diagnosis
Qi Deng, Yinghao Zhang, Yalin Liu +1
Autism Spectrum Disorder (ASD) diagnosis systems in school environments increasingly relies on IoT-enabled cameras, yet pure cloud processing raises privacy and latency concerns wh…