collaborators

5 papers

cs.NI2025

Digital Twin-Assisted Task Offloading and Resource Allocation in ISAC-Enabled Internet of Vehicles

Shanhao Zhan, Zhang Liu, Lianfen Huang +4

The convergence of the Internet of vehicles (IoV) and 6G networks is driving the evolution of next-generation intelligent transportation systems. However, IoV networks face persist…

cs.NI2025

A Lyapunov-Guided Diffusion-Based Reinforcement Learning Approach for UAV-Assisted Vehicular Networks with Delayed CSI Feedback

Zhang Liu, Lianfen Huang, Zhibin Gao +4

Low altitude uncrewed aerial vehicles (UAVs) are expected to facilitate the development of aerial-ground integrated intelligent transportation systems and unlocking the potential o…

cs.NI2025

Generative AI for Lyapunov Optimization Theory in UAV-based Low-Altitude Economy Networking

Zhang Liu, Dusit Niyato, Jiacheng Wang +4

Lyapunov optimization theory has recently emerged as a powerful mathematical framework for solving complex stochastic optimization problems by transforming long-term objectives int…

cs.NI2024

Joint Model Caching and Resource Allocation in Generative AI-Enabled Wireless Edge Networks

Zhang Liu, Hongyang Du, Lianfen Huang +2

With the rapid advancement of artificial intelligence (AI), generative AI (GenAI) has emerged as a transformative tool, enabling customized and personalized AI-generated content (A…

cs.LG2024

Two-Timescale Model Caching and Resource Allocation for Edge-Enabled AI-Generated Content Services

Zhang Liu, Hongyang Du, Xiangwang Hou +4

Generative AI (GenAI) has emerged as a transformative technology, enabling customized and personalized AI-generated content (AIGC) services. In this paper, we address challenges of…