Jiangchuan Liu

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks

A joint model update scheduling and resource allocation framework, aiming to maximize long-term semantic fidelity and resource efficiency of UAV edge intelligence systems, and a Lyapunov-guided discrete reinforcement learning algorithm that performs action space dimensionality reduction and transforms constraints into virtual queue stability problems.