毕业学生：

        2022届：罗晓妍（德睿实习，长沙银行工作）

                       苏祥（南京数睿数据）

        2023届：程玉（英国爱丁堡大学读博，全球大学排名22位）

                       胡传龙（武汉大学读博）

                       李芬（华为）

                       李梓盟（阿里巴巴）

指导学生：

        2021级硕士：陈述高、王玉杰

        2022级硕士：程志祥、侯琳琳

        2023级硕士：何玉琴、李晓雯、张嘉仪、胡君爽

        2020级博士：李艳艳

        2023级博士：马腾飞        

招生计划：

        本人2027年硕士、博士研究生尚有名额，研究方向为生物信息学，生物计算等。常年欢迎优秀本科生入组参与科研（争取获批国家自然科学基金青年学生项目），欢迎感兴趣的学生与我联系。

1. 国家自然科学基金面上项目，62272151，多通道膜系统及应用研究，2023/01-2026/12，在研，主持

2. 国家自然科学基金面上项目，61972138，动态结构膜系统及应用研究，2020/01-2023/12，已结题，主持

3. 湖南省青年科技人才(荷尖人才)项目，2022RC1099，2022/09-2025/09，在研，主持

4. 湖南省优秀青年科学基金项目，2022JJ20016，生物计算模型理论及实现，2022/01-2024/12，已结题，主持

5. 之江实验室开放课题，2021RD0AB02，新型类组织膜系统理论及实现方法研究，2022/01-2023/12，已结题，主持

6. 湖南省自然科学基金面上项目，2020JJ4215，树状结构膜系统理论及应用研究，2020/01-2021/12，已结题，主持

一、主要代表性论文（第一/通讯作者）

1. Tengfei Ma, Yuqin He, Zhonghao Ren, Bosheng Song*, Qian Li, Xiangxiang Zeng*, Expanding knowledge boundaries via LLM-grounded alignment for drug combination recommendation, KDD'26: Proceedings of the 32ndACM SIGKDD Conference on Knowledge Discovery and Data Mining, 11633-11644,2026. (CCF A类会议)

2. Yuqin He, Tengfei Ma, Chaoyi Li, Pengsen Ma, Hongxin Xiang, Jianmin Wang, Yiping Liu, Bosheng Song*, Xiangxiang Zeng, ImageDDI: Image-enhanced molecular motif sequence representation for drug-drug interaction prediction, Information Fusion, 2026, 126, 103574. (SCI，IF=15.5, 中科院一区)

3. Bosheng Song, Xiaowen Li, Xiuxiu Chao, Li Wang, Yiping Liu, Zhen Xia*, Dongsheng Cao*,Xiangzheng Fu*, Advancements in large language models (LLMs): empowering drug discovery, Wiley Interdisciplinary Reviews: Computational Molecular Science, 2025, 15(6), e70054. (SCI，IF=27，中科院一区)

4. Bosheng Song, Chuanlong Hu, David Orellana-Martín, Antonio Ramírez-de-Arellano, Mario J. Pérez-Jiménez, Xiangxiang Zeng*, The computational properties of P systems with mutative membrane structures, Information and Computation, 2025, 303, 105277. (SCI，CCF A类)

5. Leshan Lai, Yuansheng Liu*, Bosheng Song*, Keqin Li, Xiangxiang Zeng, Deep generative models for therapeutic peptide discovery: a comprehensive review, ACM Computing Surveys, 2025, 57(6), Article No.:155, Pages 1-29. (SCI，IF=23.8, 中科院一区)

6.  Tengfei Ma, Yujie Chen, Liang Wang, Xuan Lin, Bosheng Song*, Xiangxiang Zeng, S2DN: Learning to denoise unconvincing knowledge for inductive knowledge graph completion, Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2025), 2025, 39(12),  12355-12363. (CCF A 类会议，并被提名为oral文章，提名率约4.63%)

7. Bosheng Song, Kenli Li, David Orellana-Martín, Xiangxiang Zeng*, Mario J. Pérez-Jiménez, Tissue P systems with states in cells, IEEE Transactions on Computers, 2023, 72(9), 2561-2570. (SCI，CCF A类)

8. Bosheng Song, Kenli Li*, Xiangxiang Zeng, Mario J. Pérez-Jiménez, Claudio Zandron, Monodirectional evolutional symport tissue P systems with channel states and cell division, SCIENCE CHINA Information Sciences, 2023, 66(3), 139104. (SCI，CCF A类)

9. Yanyan Li, Bosheng Song*, Xiangxiang Zeng, Rule synchronization for monodirectional tissue-like P systems with channel states, Information and Computation, 2022, 285, 104895. (SCI，CCF A类)

10. Bosheng Song, Kenli Li, Xiangxiang Zeng, Monodirectional evolutional symport tissue P systems with promoters and cell division, IEEE Transactions on Parallel and Distributed Systems, 2022, 33(2), 332-342. (SCI，CCF A类)

11. Bosheng Song, Shengye Huang, Xiangxiang Zeng, The computational power of monodirectional tissue P systems with symportrules, Information and Computation, 2021, 281, 104751. (SCI，CCF A类)

12.  Bosheng Song, Kenli Li, David Orellana-Martín, Mario J. Pérez-Jiménez, Ignacio Pérez-Hurtado, A survey of nature-inspired computing: membrane computing, ACM Computing Surveys, 2021, 54(1), 1-31. (SCI，IF=14.324, 中科院一区顶刊)

13.  Bosheng Song, Linqiang Pan, Rule synchronization for tissue P systems, Information and Computation, 2021, 281, 104685. (SCI，CCF A类)

14. Bosheng Song, Xiangxiang Zeng, Min Jiang, Mario J. Pérez-Jiménez, Monodirectional tissue P systems with promoters, IEEE Transactions on Cybernetics, 2021, 51(1), 438-450. (SCI，IF=19.118, 中科院一区，ESI高被引论文)

15. Bosheng Song, Kenli Li, David Orellana-Martín, Luis Valencia-Cabrera, Mario J. Pérez-Jiménez, Cell-like P systems with evolutional symport/antiport rules and membrane creation, Information and Computation, 2020, 275, 104542. (SCI，CCF A类)

更多论文请见：https://scholar.google.com.hk/citations?user=n2szdRoAAAAJ&hl=zh-CN