Beyond-Visual-Range Air Combat Tactics Auto-Generation by Reinforcement Learning. - Haiyin Piao; Zhixiao Sun; Guanglei Meng; Hechang Chen; Bohao Qu; Kuijun Lang; Yang Sun; Shengqi Yang; Xuanqi Peng (IJCNN, 2020)

Deep Relationship Graph Reinforcement Learning for Multi-Aircraft Air Combat. - Yue Han; Haiyin Piao; Yaqing Hou; Yang Sun; Zhixiao Sun; Deyun Zhou; Shengqi Yang; Xuanqi Peng; Songyuan Fan (IJCNN, 2022)

Complex relationship graph abstraction for autonomous air combat collaboration: A learning and expert knowledge hybrid approach. - Haiyin Piao; Yue Han; Hechang Chen; Xuanqi Peng; Songyuan Fan; Yang Sun; Chen Liang; Zhimin Liu; Zhixiao Sun; Deyun Zhou (Expert Syst. Appl., 2023)

Discovering Expert-Level Air Combat Knowledge via Deep Excitatory-Inhibitory Factorized Reinforcement Learning. - Haiyin Piao; Shengqi Yang; Hechang Chen; Junnan Li 008; Jin Yu; Xuanqi Peng; Xin Yang 011; Zhen Yang 011; Zhixiao Sun; Yi Chang 001 (ACM Trans. Intell. Syst. Technol., 2024)