1 SA-IGA: a multiagent reinforcement learning method towards socially optimal outcomes Autonomous Agents and Multi-Agent Systems 2019 SCI Chengwei Zhang; Xiaohong Li; Jianye Hao(*); Siqi Chen; Karl Tuyls; Wanli Xue; Zhiyong Feng

2 SCC-rFMQ learning in cooperative markov games with continuousactions 17th International Conference on Autonomous Agents and Multiagent Systems 2018 EI Chengwei Zhang(#); Xiaohong Li; Jianye Hao(*); Siqi Chen; Karl Tuyls; Zhiyong Feng.

3 The dynamics of opinion evolution in gossiper-media model with WoLS-CALA learning. 17th International Conference on Autonomous Agents and Multiagent Systems 2018 EI Chengwei Zhang(#); Xiaohong Li; Jianye Hao(*); Sandip Sen; Wanli Xue; Zhiyong Feng.

4 Socially-Aware Multiagent Learning: Towards Socially Optimal Outcomes 22nd European Conference on Artificial Intelligence (ECAI) 2016 EI Xiaohong Li(#);Chengwei Zhang; Jianye Hao(*); Karl Tuyls; Siqi Chen; Zhiyong Feng

5 Dynamic Analysis of Cell interactions in Biological Environments under Multiagent Social Learning Framework. Proceedings of 2016 IEEE International Conference on Bioinformatics and Biomedicine 2016 EI Chengwei Zhang(#); Xiaohong Li; Shuxin Li; Jianye Hao(*)

6 Dynamically analyzing cell interactions in biological environments using multiagent social learning framewor Chengwei Zhang(#); Xiaohong Li(*); Shuxin Li; Zhiyong Feng. 2017 SCI Chengwei Zhang(#); Xiaohong Li(*); Shuxin Li; Zhiyong Feng.

1 3 一种数据存储、还原方法及装置 2019.6.14 CN109887549A G16B50/40 ; G16B50/30 ;

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3 3 多状态连续动作空间的合作式方法及系统 2019.3.22 CN109511277A G06N99/00; A63F13/847; A63F13/55

4 6 基于扩展UML的轻量级安全协议形式化验证方法 2015.11.11 CN105049420A H04L29/06

5 6 针对安全协议的形式化建模及验证方法 2016.2.10 CN103259788B H04L29/06

6 Firefox浏览器扩展行为自动检测系统及方法 2012.9.12 CN102662840A G06F21/00; G06F11/36

7 本人参编/5 Multiagent Reinforcement Learning Algorithms based on Gradient Ascent Policy (chapter 5). Interactions in multiagent systems 2018.1 编著 世界科学出版社

1 基于多智能体强化学习的大规模协作关键技术研究 国家自然科学基金委 纵向 在研 2020.1-2022.12

2 大规模智能体协作问题的强化学习技术及应用研究 中国博士后基金委 纵向 在研 2019.11-2021.11

3 群体利益最大化驱动的多智能体协调相关技术研究 国家自然科学基金委 纵向 在研（参研） 2018.1-2020.12

4 DNA信息存储技术 国防科技创新特区项目 横向 结题（参研） 2017.1-2019.9

5 DNA编解码算法 天津大学 横向 结题 2019.3-2019.9