Trump administration funding threats set child care providers and parents on edge

The Trump administration’s crackdown on the $12 billion Child Care and Development Fund has rattled child care providers and ...
IEEE

Rethinking Resource Management in Edge Learning: A Joint Pre-Training and Fine-Tuning Design Paradigm

Abstract: In some applications, edge learning is experiencing a shift in focus from conventional learning from scratch to two-stage learning combining pre-training and task-specific fine-tuning. This ...
IEEE

Knowledge-Aware Parameter Coaching for Communication-Efficient Personalized Federated Learning in Mobile Edge Computing

Abstract: Personalized Federated Learning (pFL) can improve the accuracy of local models and provide enhanced edge intelligence without exposing the raw data in Mobile Edge Computing (MEC). However, ...