Soft Actor-Critic Deep Reinforcement Learning Based Interference Resource Allocation. - Ning Rao; Hua Xu; Balin Song; Yunhao Shi (ICCAI, 2021)

Seeing in the Dark by Component-GAN. - Ning Rao; Tao Lu 001; Qiang Zhou; Yanduo Zhang; Zhongyuan Wang 001 (IEEE Signal Process. Lett., 2021)

Optimization of Sewing Equipment Based on Improved Genetic-ant Colony Hybrid Algorithm. - Ning Rao; Wenbing Jin; Yuemei Yang; Yihui Liao; Liangjing Ouyang (Inf. Technol. Control., 2024)

Dynamic Jamming Power Allocation With Incomplete Sensing Information: Improving by GAN and Opponent Modeling. - Xiang Peng; Hua Xu; Zisen Qi; Dan Wang 018; Yue Zhang 022; Ning Rao; Yiqiong Pang (IEEE Commun. Lett., 2024)

Fast Adaptive Jamming Resource Allocation Against Frequency-Hopping Spread Spectrum in Wireless Sensor Networks via Meta-Deep-Reinforcement-Learning. - Ning Rao; Hua Xu; Zisen Qi; Dan Wang 018; Yue Zhang 022 (IEEE Trans. Aerosp. Electron. Syst., 2024)

The pupil outdoes the master: Imperfect demonstration-assisted trust region jamming policy optimization against frequency-hopping spread spectrum. - Ning Rao; Hua Xu; Zisen Qi; Dan Wang 018; Yue Zhang 022; Xiang Peng; Lei Jiang (Comput. Commun., 2025)

Adaptive Jamming Decision-Making Against FHSS Communications via Inexpert Demonstrations Assisted Meta Reinforcement Learning. - Ning Rao; Hua Xu; Zisen Qi; Dan Wang 018; Xiang Peng; Lei Jiang (IEEE Commun. Lett., 2025)