Article-Journal

Federated Sketching LoRA: On-Device Collaborative Fine-Tuning of Large Language Models

Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training

Hierarchical Federated Learning with Multi-Timescale Gradient Correction

Federated Learning over Hierarchical Wireless Networks: Training Latency Minimization via Submodel Partitioning

Communication-efficient stochastic zeroth-order optimization for federated learning