Haoqiang Liu,Coordinated downlink beamforming in multi-cell MIMO networks: A diffusion model-enhanced multi-agent reinforcement learning perspective.IEEE Transactions on Wireless Communications,2025,

Haoqiang Liu,Jointly Optimizing Deployment and Antenna of Base Stations Using Hierarchical Reinforcement Learning.ACM Transactions on Knowledge Discovery from Data,2025,

刘浩强,面向智慧校园的大规模基站选址与天线工参协同优化方法.工程科学学报,2026,

Haoqiang Liu,Joint energy-efficient and throughput optimization in large-scale mobile networks via safe hierarchical marl.IEEE Transactions on Wireless Communications,2026,

Haoqiang Liu,Collaborative route optimization for efficient and constraint-aware express delivery using deep reinforcement learning.Neurocomputing,2026,

L2S: Learning to Optimize Sleep Strategy for Energy-Efficient Mobile Networks.IEEE Transactions on Vehicular Technology,2026,

Haoqiang Liu,Coverage Optimization for Large-Scale Mobile Networks with Digital Twin and Multi-Agent Reinforcement Learning.[J].IEEE Transactions on Wireless Communications,2024,

Haoqiang Liu,NeuroCrossover: An Intelligent Genetic Locus Selection Scheme for Genetic Algorithm Using Reinforcement Learning.Applied Soft Computing,2023,

Haoqiang Liu,Towards Efficient Task Offloading with Dependency Guarantees in Vehicular Edge Networks Through Distributed Deep Reinforcement Learning.[J].IEEE Transactions on Vehicular Technology,2024,

Haoqiang Liu,Digital Twin Enhanced Multi-Agent Reinforcement Learning For Large-Scale Mobile Network Coverage Optimization.ACM Transactions on Knowledge Discovery from Data,2025,