When Motion Learns to Listen: Diffusion-Prior Lyapunov Actor-Critic Framework with LLM Guidance for Stable and Robust AUV Control in Underwater Tasks. - Jingzehua Xu; Weiyi Liu; Weihang Zhang; Zhuofan Xi; Guanwen Xie; Shuai Zhang 015; Yi Li (CoRR, 2025)