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)

MA-TREX: Mutli-agent Trajectory-Ranked Reward Extrapolation via Inverse Reinforcement Learning. - Sili Huang; Bo Yang 002; Hechang Chen; Haiyin Piao; Zhixiao Sun; Yi Chang 001 (KSEM (2), 2020)

Research on Behavior Modeling and Simulation of Complex UAV Based on SysML State Machine Diagram. - Yuanjie Lu; Zhimin Liu; Zhixiao Sun; Miao Wang; Wenqing Yi; Yang Bai (CSDM Asia / CSDM, 2021)

Research on Practice Methods of Complex Aircraft Requirement Management. - Zhixiao Sun; Dong Kan; Yang Bai; Yuanjie Lu (CSDM Asia / CSDM, 2021)

Research on Distributed Harmony-SE Model Integration Method for Complex UAV System. - Guang Zhan; Miao Wang; Zhixiao Sun; Yuanjie Lu; Yang Bai (CSDM Asia / CSDM, 2021)

A system for Evaluating the Robustness of Embedded Intelligent Chips and Models. - Chenguang Wang; Zhixiao Sun; Qing Luo; Xinyu Wang; Tao Zhang 089; QianRu Wei; Jing Cheng; Depeng Gao (QRS Companion, 2021)

ED2: An Environment Dynamics Decomposition Framework for World Model Construction. - Cong Wang; Tianpei Yang; Jianye Hao; Yan Zheng 002; Hongyao Tang; Fazl Barez; Jinyi Liu 002; Jiajie Peng; Haiyin Piao; Zhixiao Sun (CoRR, 2021)

Multi-agent hierarchical policy gradient for Air Combat Tactics emergence via self-play. - Zhixiao Sun; Haiyin Piao; Zhen Yang 011; Yiyang Zhao; Guang Zhan; Deyun Zhou; Guanglei Meng; Hechang Chen; Xing Chen; Bohao Qu; Yuanjie Lu (Eng. Appl. Artif. Intell., 2021)

Multi-UAV Disaster Environment Coverage Planning with Limited-Endurance. - Hongyu Song; Jincheng Yu; Jiantao Qiu; Zhixiao Sun; Kuijun Lang; Qing Luo; Yuan Shen 001; Yu Wang 002 (ICRA, 2022)

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)

Multi-UAV Coverage Planning with Limited Endurance in Disaster Environment. - Hongyu Song; Jincheng Yu; Jiantao Qiu; Zhixiao Sun; Kuijun Lang; Qing Luo; Yuan Shen 001; Yu Wang 002 (CoRR, 2022)

Sigmoidally Preconditioned Off-policy Learning: a new exploration method for reinforcement learning. - Xing Chen; Dongcui Diao; Hechang Chen; Hengshuai Yao; Jielong Yang; Haiyin Piao; Zhixiao Sun; Bei Jiang; Yi Chang 001 (CoRR, 2022)

Learning Smooth Motion Planning for Intelligent Aerial Transportation Vehicles by Stable Auxiliary Gradient. - Haiyin Piao; Jin Yu; Li Mo; Xin Yang 011; Zhimin Liu; Zhixiao Sun; Ming Lu; Zhen Yang 011; Deyun Zhou (IEEE Trans. Intell. Transp. Syst., 2022)

The Sufficiency of Off-Policyness and Soft Clipping: PPO Is Still Insufficient according to an Off-Policy Measure. - Xing Chen; Dongcui Diao; Hechang Chen; Hengshuai Yao; Haiyin Piao; Zhixiao Sun; Zhiwei Yang 005; Randy Goebel; Bei Jiang; Yi Chang 001 (AAAI, 2023)

Hamiltonian Neural Network 6-DoF Rigid-Body Dynamic Modeling Based on Energy Variation Estimation. - Simiao Fei; Hu Lin; Zhixiao Sun; Wang He; Yuanjie Lu; He Jile; Qing Luo; Su Qihang (Complex., 2023)

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)

Asymptotic State Agreement of T-S Fuzzy Multi-agent Systems: A Dynamic Event-Triggered Approach. - Zhixiao Sun; Hua Li; Dayu Zhang; Zhenghong Jin; Yuzhong Wang (Int. J. Fuzzy Syst., 2023)

Multi-agent air combat with two-stage graph-attention communication. - Zhixiao Sun; Huahua Wu; Yandong Shi; Xiangchao Yu; Yifan Gao; Wenbin Pei; Zhen Yang 011; Haiyin Piao; Yaqing Hou (Neural Comput. 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)

Boosting Weak-to-Strong Agents in Multiagent Reinforcement Learning via Balanced PPO. - Sili Huang; Hechang Chen; Haiyin Piao; Zhixiao Sun; Yi Chang 001; Lichao Sun 001; Bo Yang 002 (IEEE Trans. Neural Networks Learn. Syst., 2025)