活动内容智能治理与发布平台
从定时采集、内容判更和 AI 结构化理解，到版本化审批与受控投放的一体化活动生命周期治理链路。
按合集浏览
portfolio
营销活动多智能体平台
采用 Runtime、Supervisor、Specialist 与 Domain Skill 四层架构，将自然语言需求转化为可澄清、可确认、可恢复的营销活动执行流程。
安全无人机通信研究
围绕物理层安全、图注意力强化学习、6G 无人机网络与安全通感一体化开展的系列研究。
publications
Joint Trajectory and Resource Optimization for Secure UAV Communications Based on Graph Attention Reinforcement Learning
Accepted · IEEE International Conference on Communications (ICC) · 2026
A graph-attention reinforcement-learning framework for jointly optimizing UAV trajectory, transmit power, and bandwidth under physical-layer security constraints.
推荐引用： Liang Wang, Wenshuai Cui, Bomin Mao, Qu Luo, and Qihao Peng. Joint Trajectory and Resource Optimization for Secure UAV Communications Based on Graph Attention Reinforcement Learning.
AI-Enabled UAV Networks for 6G: A Paradigm Shift
Accepted · IEEE Communications Standards Magazine · 2026
A perspective on how deep reinforcement learning and graph neural networks can support intelligent, adaptive, and secure UAV networking in 6G.
推荐引用： Liang Wang, Wenshuai Cui, Qihao Peng, Zhiqiang Liu, and Rugui Yao. AI-Enabled UAV Networks for 6G: A Paradigm Shift.
LEP-HDRL: Hierarchical Deep Reinforcement Learning With LLM-Generated Scheduling Priors for Energy-Efficient UAV-Enabled Secure ISAC
Under review · Manuscript under review · 2026
A hierarchical deep-RL method that injects LLM-generated scheduling priors into energy-efficient UAV-enabled secure integrated sensing and communications.
推荐引用： Wenshuai Cui. LEP-HDRL: Hierarchical Deep Reinforcement Learning With LLM-Generated Scheduling Priors for Energy-Efficient UAV-Enabled Secure ISAC.
talks
学术分享记录
发布时间：
该页面用于记录学术报告与技术分享。
teaching
本科课程助教经历
本科课程, 课程教学, 2014
该页面用于记录课程教学、助教工作与相关资料。
专题研讨与实践
专题研讨, 教学实践, 2015
该页面用于记录专题研讨、实践活动与相关资料。