近五年所获荣誉：

[1] 2021.12 认定为福建省属单位引进高层次紧缺人才

[2] 2022.12 认定为漳州市高层次E类引进人才

[3] 2023.05 获闽南师范大学2022年度青年五四奖章

[4] 2023.07 认定为漳州市高层次D类现有人才

[5] 2024.06 获闽南师范大学计算机学院“全院优秀共产党员”称号，

[6] 2025.03 认定为IEEE青年学者（IEEE Young Professionals）

[7] 2025.05 认定为福建省高层次人才（B类现有）

近年来发表重要论文：

[1] Yinghui Pan, Jing Tang, Biyang Ma, Yifeng Zeng, Zhong Ming. Toward data-driven solutions to interactive dynamic influence diagrams. Knowledge and Information Systems, 2021,63(9):2431-2453. 2021;

[2] Yifeng Zeng, Zhangrui Yao, Yinghui Pan, Wanqing Chen, Junxin Zhou, Junhan Chen, Biyang Ma, and Zhong Ming. 2021. ATPT: Automate Typhoon Contingency Plan Generation from Text. In Proc. of AAMAS '21. 2021,1788–1790. (CCF B), 2021;

[3] Biyang Ma, Jing Tang, Bilian Chen, Yinghui Pan, Yifeng Zeng*. Tensor optimization with group lasso for multi-agent predictive state representation. Knowledge-Based Systems, 2021,211(7), 106893., 2021; [SCI：JCR Q1]

[4] Biyang Ma, Bilian Chen, Yifeng Zeng*, Jing Tang, Langcai Cao. Tensor decomposition for multi-agent predictive state representation. Expert Systems with Applications, 2022,189(1), 115969, 2022; [SCI：JCR Q1]

[5] Yifeng Zeng, Qiang Ran, Biyang Ma*, Yinghui Pan. Modelling Other Agents through Evolutionary Behaviors. Memetic Computing, 2022, 14:19–30., 2022; [SCI：JCR Q3]

[6] Zhangrui Yao, Junhan Chen, Yinghui Pan, Yi-feng Zeng, Biyang Ma, Zhong Ming, Learning a Typhoon Bayesian Network Structure from Natural Language Reports, IFIP TC12 ICIS (2022)., 2022;

[7] Yinghui Pan, Junhan Chen, Yifeng Zeng, Zhangrui Yao, Qianwen Li, Biyang Ma, Yi Ji, and Zhong Ming. 2022. LBfT: Learning Bayesian Network Structures from Text in Autonomous Typhoon Response Systems. In Proc. Of AAMAS '22.2022,1914–1916. (CCF B) 2022;

[8] Biyang Ma, Yinghui Pan, Yifeng Zeng, Zhong Ming. Ev-IDID: Enhancing solutions to interactive dynamic influence diagrams through evolutionary algorithms. In Proc. Of AAMAS ’22 .2022, 1911–1913. (CCF B), 2022;

[9] Yinghui Pan, Hanyi Zhang, Yifeng Zeng*, Biyang Ma, Jing Tang, Zhong Ming. Diversifying agent's behaviors in interactive decision models. International Journal of Intelligent Systems, 2022,37(12):12035-12056., 2022;

[10] Yinghui Pan, Biyang Ma, Jing Tang, Yifeng Zeng. Behavioral model summarisation for other agents under uncertainty. Information Sciences: An International Journal,2022, 582(C): 495-508., 2022;

[11] Yanyu Liu, Yifeng Zeng, Biyang Ma, Yinghui Pan, Huifan Gao, Xiaohan Huang. Improvement and Evaluation of the Policy Legibility in Reinforcement Learning，In Proc. of AAMAS '23.2023，(CCF B), 2023;

[12] Yinghui Pan, Qiang Ran, Yifeng Zeng, Biyang Ma, Jing Tang, Langcai Cao. Symmetric Bayesian Personalized Ranking With Softmax Weight. IEEE Transactions on Systems, Man, and Cybernetics: Systems,2023., 2023;

[13] Yinghui Pan, Biyang Ma, Yifeng Zeng, Jing Tang, Buxin Zeng, Zhong Ming. An Evolutionary Framework for Modelling Unknown Behaviours of Other Agents. IEEE Transactions on Emerging Topics in Computational Intelligence. 7(4): 1276-1289 (2023) 2023;

[14] Huifan Gao, Yifeng Zeng, Biyang Ma, Yinghui Pan. Improving Knowledge Learning Through Modelling Students’ Practice-Based Cognitive Processes. Cognitive Computation (2023). 2023;

[15] Yanyu Liu, Yifeng Zeng, Biyang Ma, Yinghui Pan, Huifan Gao and Yuting Zhang. Improved Demonstration-Knowledge Utilization in Reinforcement Learning, IEEE Transactions on Artificial Intelligence,2023.2023;

[16] Wang, Hui; Wu, Hongrun; Chen, Yingpin; Ma, Biyang. Multi-Agent Transfer Reinforcement Learning for Resource Management in Underwater Acoustic Communication Networks. IEEE Transactions on Network Science and Engineering. TNSE-2023-06-0870.R1, 2023.2023;

[17] Yuting Zhang, Biyang Ma, Langcai Cao*, and Yanyu Liu. A Data-Driven Pandemic Simulator with Reinforcement Learning, electronics, 2024, 13, 2531., 2024; [SCI：JCR Q2]

[18] Huifan Gao, Biyang Ma*, Online Learning Strategy Induction through POMDP-based Cognitive Experience Model, electronics , 2024,19,3858; [SCI：JCR Q2]

[19] Yinghui Pan, Biyang Ma, Hanyi Zhang, Yifeng Zeng∗, Variational Auto-encoder Based Solutions to Interactive Dynamic Influence Diagrams.arxiv,2024.

[20] Fei Yu, Jian Guan, Hongrun Wu, Hui Wang, Biyang Ma. Multi-population differential evolution approach for feature selection with mutual information ranking, Expert Systems with Applications, Volume 260, 15 January 2025, 125404., 2024;

[21] Yanyu Liu, Yinghui Pan, Yifeng Zeng∗, Biyang Ma, Doshi Prashant. Active Legibility in Multiagent Reinforcement Learning, Artificial Intelligence, 2025; [SCI：JCR Q2]

[22] Biyang Ma*, Yiwei Deng, Huifan Gao*, PAD-MPFN: Dynamic Fusion with Popularity Decay for News Recommendation, electronics , 2025,14,3057; [SCI：JCR Q2]

[23] Yinghui Pan, Mengen Zhou, Biyang Ma∗, Yifeng Zeng∗, Yew-soon Ong and Guoquan Liu. Improved Decisions for Unknown Behaviours in Interactive Dynamic Influence Diagrams. Artificial Intelligence Review.2025[SCI：JCR Q1]

主持和参与的主要项目：

[1]基于值等价的交互式动态影响图的求解方法研究与应用，国家自然科学基金面上项目，参与（结题）；

[2]多智能体交互中模型适应的自动化和思考，英国自然科学基金（EPSRC），项目申请人的英国博士后依托项目，主要参与者（结题）。

[3]基于遗传算法的多智能体动态影响图规划模型研究，福建省自然科学基金项目(青年创新)，主持（结题）

[4]多智能体动态影响图自主学习，闽南师范大学校长基金，主持（在研）。

[5]智慧光伏变配电压分析系统开发，横向课题，2023年-至今，参与（在研）；

[6]自适应序列罚权损失的膝骨关节炎 KL 分级，福建省中青年教师教育科研项目（科技类）重点项目，参与（在研）；

[7]基于交互式动态影响图模型的可信赖决策研究，闽南师范大学校内高级培育项目，2023年-至今，主持（在研）

[8]内蒙古煤层气与油气地质数据归集和甜点区智能预测模型构建与技术示范

横向课题，在研，参与；许梅燕主持，108万，参与

[9]基于数字孪生与多模态脑机接口融合的高危作业关键技术攻关，横向课题，在研，参与；许梅燕主持，87.5 万，参与

[10]阶梯式可持续发展的计算机专业研究生青年导师团队建设探索，2023年本科高校教育教学研究项目，研究生教育类（FBJY20230170），张文杰主持，参与

[11]基于脑机接口认知神经驱动的沉浸式教学实践，许梅燕主持，教育教学研究项目，校级立项，参与

联系方式：

mby@mnnu.edu.cn