中科大先研院研究生校内导师简历
庄连生 工学博士/副教授
姓名 | 庄连生 |
学位/职称 | 工学博士/副教授 |
所属单位 | 网络空间安全学院 |
办公室电话 | |
lszhuang@ustc.edu.cn | |
教育背景 |
2001.9-2006.7 中国科学技术大学,博士(硕博) 1997.9-2001.7 中国科学技术大学,本科 |
研究领域 |
课题组主要从事计算机视觉、自然语言处理、认知科学等领域的交叉研究,感兴趣的研究方向包括: (1) 多模态认知计算:主要研究多模态大模型及其推理技术,重点关注其在医疗健康领域、网络空间安全领域的应用; (2) 多智能体对抗决策:主要研究强化学习和机器博弈,重点关注其在游戏AI、网络空间安全领域的应用。 希望招收对上述方向感兴趣的研究生,尤其欢迎有相关研究经历的研究生。 |
任职经历 |
2011.2-2011.11,微软亚洲研究院,访问研究员(”铸星计划“入选者) 2012.2-2013.2,加州大学伯克利分校,访问学者(中科院公派) 2016.2-2017.2,加州大学伯克利分校,访问学者(国家留学基金委) |
获得荣誉、奖项 |
1. 2023年安徽省教学成果一等奖,1/1, 2024年; |
主持、参与项目 |
1. 国家自然科学基金企业联合重点项目,“知识和数据共同驱动的小样本目标识别理论和方法”,2021.1-2024.12;(主持) 2. 科技部科技创新2030——“新一代人工智能”重大项目,2019.12-2022.12;(子课题主持) 3. 国家自然科学基金面上项目,“面向非完备信息机器博弈的知识驱动深度强化学习方法研究”,2020.1-2023.12;(主持) 4. 国家自然科学基金面上项目,“复杂场景下非合作目标鲁棒识别方法研究”,2015.1-2018.12;(主持) 5. 国家自然科学基金青年项目,“基于稀疏表示的高效鲁棒大规模物体识别方法研究”,2012.1-2014.12;(主持) |
论文、著作、成果 |
近几年代表性论文: 1. Aodi Li, Liansheng Zhuang, Xiao Long, Minghong Yao, Shafei Wang, "Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes", IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR'25), June 11-15, Nashville TN, USA, 2025; (CCF-A类会议,通讯作者) 2. Xiao Long, Liansheng Zhuang, Aodi Li, Minghong Yao, Shafei Wang, "EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering", The 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25), Feb, 2025; (CCF-A类会议,通讯作者) 3. Zhengdao Shao, Liansheng Zhuang, Yihong Huang, Houqiang Li, Shafei Wang, "Purified Policy Space Response Oracles for Symmetric Zero-Sum Games", IEEE Transactions on Neural Networks and Learning Systems (TNNLS), August, 2024; (CCF-B类期刊,通讯作者, IF:10.2) 4. Xiao Long, Liansheng Zhuang, Aodi, Li, Houqiang Li, Shafei Wang, "Fact Embedding through Diffusion Model for Knowledge Graph Completion", The 2024 ACM Web Conference (WWW'24), 2024; (CCF-A类会议,通讯作者) 5. Yukun Zuo, Hantao Yao, Liansheng Zhuang, Changshegn Xu, "Hierarchical Augmentation and Distillation for Class Incremental Audio-Visual Video Recognition", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), pp.1-15, 12 April 2024; (CCF-A类期刊, IF:20.8) 6. Minghong Yao, Liansheng Zhuang, Houqiang Li, Jiuchang Wei, "Learning Label Dependencies for Visual Information Extraction", International Joint Conference on Artificial Intelligence (IJCAI-24), 2024; (CCF-A类会议,通讯作者) 7. Xiao Long, Liansheng Zhuang, Aodi Li, Jiuchang Wei, Houqiang Li, Shafei Wang, "KGDM: A Diffusion Model to Capture Multiple Relation Semantics for Knowledge Graph Embedding", Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI-24), 2024; (CCF-A类会议,通讯作者) 8. Minghong Yao, Zhiguang Liu, Liansheng Zhuang, Liangwei Wang, Houqiang Li, "A Robust Framework for One-shot Key Information Extraction via Deep Partial Graph Matching", IEEE Transactions on Image Processing (TIP), Vol.33, pp.1070-1079, 29 January 2024; (CCF-A类期刊,通讯作者,IF:10.8) 9. Shang Chai, Liansheng Zhuang, Fengying Yan, Zihan Zhou, "Two-stage Content-Aware Layout Generation for Poster Designs", The 31st ACM International Conference on Multimedia(MM'23), Ottawa, ON, Canada, Oct.29-Nov.3, 2023:8415-8423; (CCF-A类会议,通讯作者) 10. Junshan Hu, Liansheng Zhuang, Weisong Dong, Shiming Ge, Shafei Wang, "Learning Generalized Representation for Open Set Temporal Action Localization", The 31st ACM International Conference on Multimedia(MM'23), Ottawa, ON, Canada, Oct.29-Nov.3, 2023:1987-1996; (CCF-A类会议,通讯作者) 11. Shang Chai, Liansheng Zhuang, Fengying Yan, "LayoutDM: Transformer-based Diffusion Model for Conditional Layout Generation", IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR'23), Vancouver, BC, Canada, June 17-24, 2023:18349-18358; (CCF-A类会议,通讯作者) 更多论文请访问个人主页 http://staff.ustc.edu.cn/~lszhuang |
编辑:徐若兰 2025-03-30 00:09:53