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

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)

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 (International Joint Conference on Neural Networks, IJCNN 2022, Padua, Italy, July 18-23, 2022, 2022)

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 (2020 International Joint Conference on Neural Networks, IJCNN 2020, Glasgow, United Kingdom, July 19-24, 2020, 2020)