4 papers
Resource-Aware LLM Reasoning for Mobile Edge General Intelligence
Mingyi Luo, Ruichen Zhang, Xiangwang Hou +4
The rapid advancement of large language models (LLMs) has enabled an emergence of agentic artificial intelligence (AI) with powerful reasoning and autonomous decision-making capabi…
Lightweight Federated Learning over Wireless Edge Networks
Xiangwang Hou, Jingjing Wang, Jun Du +3
With the exponential growth of smart devices connected to wireless networks, data production is increasing rapidly, requiring machine learning (ML) techniques to unlock its value.…
Constrained Optimization with Compressed Gradients: A Dynamical Systems Perspective
Zhaoyue Xia, Jun Du, Chunxiao Jiang +2
Gradient compression is of growing interests for solving constrained optimization problems including compressed sensing, noisy recovery and matrix completion under limited communic…
On Inhomogeneous Infinite Products of Stochastic Matrices and Applications
Zhaoyue Xia, Jun Du, Chunxiao Jiang +3
With the growth of magnitude of multi-agent networks, distributed optimization holds considerable significance within complex systems. Convergence, a pivotal goal in this domain, i…