1. Discovering expert-level air combat knowledge via deep excitatory-inhibitory factorized reinforcement learning,ACM Transactions on Intelligent Systems and Technology(TIST),Haiyin Piao, Shengqi Yang, Hechang Chen, Junnan Li, Jin Yu, Xuanqi Peng, Xin Yang, Zhen Yang, Zhixiao Sun, Yi Chang,2024/6/18
2. Learning smooth motion planning for intelligent aerial transportation vehicles by stable auxiliary gradient,IEEE Transactions on Intelligent Transportation Systems(TITS),Haiyin Piao*, Jin Yu, Li Mo, Xin Yang, Zhimin Liu, Zhixiao Sun, Ming Lu, Zhen Yang, Deyun Zhou,2022/8/18.
3. Spatiotemporal relationship cognitive learning for multirobot air combat,IEEE Transactions on Cognitive and Developmental Systems(TCDS),Haiyin Piao*, Yue Han, Shaoming He, Chao Yu, Songyuan Fan, Yaqing Hou, Chengchao Bai, Li Mo,2023/3/1.
4. Complex relationship graph abstraction for autonomous air combat collaboration: A learning and expert knowledge hybrid approach,Expert Systems with Applications(ESWA),Haiyin Piao*, Yue Han, Hechang Chen, Xuanqi Peng, Songyuan Fan, Yang Sun, Chen Liang, Zhimin Liu, Zhixiao Sun, Deyun Zhou,2023/4/1.
5. Behavior reasoning for opponent agents in multi-agent learning systems,IEEE Transactions on Emerging Topics in Computational Intelligence(TETCI),Yaqing Hou, Mingyang Sun, Wenxuan Zhu, Yifeng Zeng, Haiyin Piao*, Xuefeng Chen, Qiang Zhang,2022/2/11.
6. Learning-based multi-UAV flocking control with limited visual field and instinctive repulsion,IEEE Transactions on Cybernetics(TCYB),Chengchao Bai, Peng Yan, Haiyin Piao*, Wei Pan, Jifeng Guo,2023/3/8.
7. Multi-agent hierarchical policy gradient for air combat tactics emergence via self-play,Engineering Applications of Artificial Intelligence(EAAI),Zhixiao Sun, Haiyin Piao*, Zhen Yang, Yiyang Zhao, Guang Zhan, Deyun Zhou, Guanglei Meng, Hechang Chen, Xing Chen, Bohao Qu, Yuanjie Lu,2021/2/1.
8. Coordinated proximal policy optimization,Advances in Neural Information Processing Systems(NeurIPS),Zifan Wu, Chao Yu, Deheng Ye, Junge Zhang, Haiyin Piao,Hankz Hankui Zhuo,2021/12/6.
9. Three-dimensional bearing-only helical homing guidance,IEEE Transactions on Aerospace and Electronic Systems(TAES),Yadong Wang, Ziyi Wu, Haiyin Piao, Shaoming He,2024/3/26.
10. The sufficiency of off-policyness and soft clipping: PPO is still insufficient according to an off-policy measure,Proceedings of the AAAI conference on artificial intelligence(AAAI),Xing Chen, Dongcui Diao, Hechang Chen, Hengshuai Yao, Haiyin Piao, Zhixiao Sun, Zhiwei Yang, Randy Goebel, Bei Jiang, Yi Chang,2023/6/26.