沈颖

副教授

联系邮箱： sheny76@mail.sysu.edu.cn

联系地址： 中山大学东校区南实验楼D栋301-A室

个人主页： https://github.com/SYSU-NLPLab/AIGC

沈颖，中山大学副教授，博士生导师，广东省消防科学与智能应急技术重点实验室副主任。长期从事人工智能、大语言模型、多模态计算、具身智能等学科探索。在该领域出版教科书1部，连续5学期/学年开设慕课西行协助西北地区高校人工智能学科建设，网上选课人数46000多人，选课学校148所。以第一作者或通讯作者发表CCF A/中科院一区论文180余篇，其中5篇入选ESI前1%高被引论文，2篇入选ESI前1‰热点论文，3篇获国际会议最佳论文奖，多篇工作获IEEE/ACM Fellow高度评价。授权专利25项，已转化专利1项；授权软件著作权20项；发布团体标准1项。主持或作为课题负责人承担国际、国家、省部级研究项目20余项，包括国自然企业创新发展联合基金(人工智能领域)重点支持项目、新一代人工智能国家科技重大专项、工信部攻关专项，成果落地于省消防指挥中心、中海油、有色院、建筑科学研究院等多家重要单位。作为联合发起人深度参与到阿里通义Data-Juicer项目（Github 6400+ star）、HCP实验室PhyAgentOS具身智能项目（https://phy-agent-os.net/）。多次入选年度全球前2%科学家榜单、爱思唯尔中国高被引学者榜。获中国安全生产协会安全科技进步奖、广东省科学技术奖二等奖、广东省安全生产协会应急与安全科技进步奖一等奖、广东省土木建筑学会科学技术奖一等奖、广东省学校优秀教学成果奖（高等教育-本科类）一等奖等荣誉。

 

团队学术气氛浓厚，师生关系融洽，科研产出丰富。已毕业学生去向为阿里通义、腾讯、字节、微软等大厂或重要国企，或公务员，或升学读博（境外/海外名校或留本团队）。

欢迎有志于攻读大语言模型、多模态计算、具身智能的学生报考硕士、博士、博士后！团队亦大量招收实习生，欢迎来信咨询！

 

一、代表性论文（30篇/180余篇）

  1. Jiao Qirui, Chen Daoyuan, Huang Yilun, Li Yaliang, Shen Ying*. From Training-Free to Adaptive: Empirical Insights into MLLMs' Understanding of Detection Information. International Journal of Computer Vision (IJCV), 2026. (通讯作者，SCI JCR一区，录用年IF:11.6)

  2. Kuang Jiayi, Shen Ying*, Xie Jingyou, Luo Haohao, Xu Zhe, Li Ronghao, Cheng Xianfeng, Li Yinghui, Lin Xika, Han Yu. Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey. ACM Computing Surveys. 2025. 190: 1-35. (通讯作者，SCI JCR一区，中科院一区, IF:28.0)

  3. Yi Zihao, Ouyang Jiarui, Xu Zhe, Liu Yuwen, Liao Tianhao, Luo Haohao, Shen Ying*. A Survey on Recent Advances in LLM. Based Multi-turn Dialogue Systems. ACM Computing Surveys. 2025. 58(6): 1-35.(通讯作者，SCI JCR一区，中科院一区, IF:28.0)

  4. Deng Yang, Zhang Wenxuan, Xu Weiwen, Shen Ying*, Lam Wai. Non-factoid Question Answering as Query-focused Summarization with Graph-enhanced Multi-hop Inference. IEEE Transactions on Neural Networks and Learning Systems (TNNLS). 2023, 1-15. (通讯作者，SCI JCR一区，中科院一区, 录用年IF: 14.255)(高被引论文)

  5. Dong Chenhe, Li Yinghui, Gong Haifan, Chen Miaoxin, Li Junxin, Shen Ying*, Yang Min*. A Survey of Natural Language Generation. ACM Computing Surveys. 2022. 55(8), 1-38. (通讯作者，SCI JCR一区，中科院一区, 录用年IF:28.0)(获深圳市优秀科技学术论文奖)(高被引论文)

  6. Shen Ying, Yang Min, Li Yaliang, Wang Dong, Zheng Haitao, Chen Daoyuan*. Knowledge-based Reasoning Network for Relation Detection. IEEE Transactions on Neural Networks and Learning Systems (TNNLS). 2021, 34(8). 5051-5063. (第一作者，SCI JCR一区，中科院一区, 录用年IF: 14.255)

  7. Yang Min, Junhao Liu, Lei Chen, Zhao Zhou, Chen Xiaojun, Shen Ying*. An Advanced Deep Generative Framework for Link Prediction in Dynamic Networks. IEEE Transactions on Cybernetics (TOC). 2021, 50(12), 4946-4957. (通讯作者，SCI JCR一区，中科院一区, 录用年IF:19.118)

  8. Shen Ying, Ding Ning, Zheng Hai-Tao, Li Yaliang, Yang Min*. Modeling Relation Paths for Knowledge Graph Completion. IEEE Transactions on Knowledge and Data Engineering (TKDE). 2020, 33(11): 3607-3617. (第一作者，SCI JCR一区, 录用年IF: 10.4)(高被引论文、热点论文)

  9. Luo Haohao, Li Zexi, Xie Yuexiang, Zhang Wenhao, Li Yaliang, Shen Ying*. “IntentRL: Training Proactive User-intent Agents for Open-ended Deep Research via Reinforcement Learning” Forty-third International Conference on Machine Learning (ICML 2026), July 6-11, 2026. Seoul, South Korea. (通讯作者, CCF A类会议)

  10. Zhou Ting, Ling Zhenqing, Zhao Yiyang, Shen Ying*, Daoyuan Chen. GeoAlign: Geometric Rollout Curation for Robust LLM Reinforcement Learning. Forty-third International Conference on Machine Learning (ICML 2026), July 6-11, 2026, Seoul, South Korea. (通讯作者，CCF A类会议)

  11. Jiao Qirui, Chen Daoyuan, Huang Yilun, Lin Xika, Shen Ying*, Li Yaliang. DetailMaster: Can Your Text-to-Image Model Handle Long Prompts? International Conference on Machine Learning (ICML 2026), July 6-11, 2026. Seoul, South Korea. (通讯作者, CCF A类会议)

  12. Yi Zihao, Jiang Qingxuan, Ma Ruotian, Chen Xingyu, Yang Qu, Wang Mengru, Ye Fanghua, Shen Ying*, Tu Zhaopeng, Li Xiaolong, Bo Liefeng. Too Good to be Bad: On the Failure of LLMs to Role-Play Villains. Association for Computational Linguistics (ACL 2026), July 2-7, 2026, San Diego, CA, USA. (通讯作者，CCF A类会议)

  13. Yi Zihao, Ling Zhenqing, Zeng Delong, Luo Haohao, Xu Zhe, Liu Wei, Luan Jian, Cao Wanxia, Shen Ying*. Attention Basin: Why Contextual Position Matters in Large Language Models. Findings of the Association for Computational Linguistics (ACL 2026), July 2-7, 2026, San Diego, CA, USA. (通讯作者，CCF A类会议)

  14. Jiao Qirui, Jiao Dian, Du Nan, Shen Ying*, Liang Lin. Invocation Refiner: A Plug-and-Play Module for Rectifying LLM Tool Invocations. Findings of the Association for Computational Linguistics (ACL 2026), July 2-7, 2026, San Diego, CA, USA. (通讯作者，CCF A类会议)

  15. Zhou Ting, Chen Daoyuan, Jiao Qirui, Ding Bolin, Li Yaliang, Shen Ying*. HumanVBench: Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized Benchmarks. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026), June 3 –7, 2026, Denver, CO, USA. (通讯作者，CCF A类会议)

  16. Zhong Ming, Wang Yuanlei, Zhang Liuzhou, An Ruichuan, Zhang Renrui, Lu Ming, Liang Hao, Shen Ying*, Zhang Wentao. VCU-Bridge: Hierarchical Visual Connotation Understanding via Semantic Bridging. Conference on Computer Vision and Pattern Recognition 2026 (CVPR 2026). Denver Convention Center. Jun 3 – 7, 2026. (共同通讯作者，CCF A类会议)

  17. Kuang Jiayi, Li Yinghui*, Zhang Xin, Li Yangning, Yin Di, Sun Xing, Shen Ying*, Philip S. Yu. Process-level Trajectory Evaluation for Environment Configration in Software Engineering Agents. The 14th International Conference on Learning Representations (ICLR 2026). Rio de Janeiro, Brazil. April 23rd - 27th, 2026. (共同通讯作者)

  18. Ling Zhenqing, Chen Daoyuan, Yao Liuyi, Shen Qianli, Li Yaliang, Shen Ying*. Diversity as a Reward: Fine-Tuning LLMs on a Mixture of Domain-Undetermined Data. The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025), Dec 2nd - Dec 7th, 2025, San Diego, USA. (通讯作者，CCF A类会议)

  19. Kuang Jiayi, Huang Haojing, Li Yinghui, Liang Xinnian, Xu Zhikun, Li Yangning, Tan Xiaoyu, Qu Chao, Zhang Meishan, Shen Ying*, Philip S. Yu. Atomic Thinking of LLMs: Decoupling and Exploring Mathematical Reasoning Abilities, The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025). Dec 2nd - Dec 7th, 2025, San Diego, USA. (通讯作者，CCF-A类会议)

  20. Xu Zhe, Chen Daoyuan, Ling Zhenqing, Li Yaliang, Shen Ying*. MindGYM: What Matters in Question Synthesis for Thinking-Centric Fine-Tuning? The Thirty-Ninth Annual Conference on Neural Information Processing Systems Datasets & Benchmarks (NeurIPS 2025), Dec 2nd - Dec 7th, 2025, San Diego, USA. (通讯作者，CCF A类会议)

  21. Li Yinghui, Huang Haojing, Kuang Jiayi, Li Yangning, Guo Shuyu, Qu Chao, Tan Xiaoyu, Zheng Haitao, Shen Ying*, Philip Yu. Refine Knowledge of Large Language Models via Adaptive Contrastive Learning. The 13th International Conference on Learning Representations (ICLR 2025). Singapore. Apr 24 –28, 2025. (通讯作者)

  22. Jiao Qirui, Chen Daoyuan, Huang Yilun, Ding Bolin, Li Yaliang, Shen Ying*. Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models. The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2025 (CVPR 2025), June 11th - June 15th, 2025, Nashville TN, USA. (通讯作者，CCF A类会议)

  23. Li Yinghui, Kuang Jiayi, Huang Haojing, Xu Zhikun*, Liang Xinnian, Yu Yi, Lu Wenlian, Li Yangning, Tan Xiaoyu*, Qu Chao, Shen Ying*, Zheng Hai-Tao, Philip S. Yu. One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs. International Conference on Machine Learning (ICML 2025). July 13-19, 2025. Vancouver, Canada. (通讯作者，中国计算机学会推荐A类顶级会议)

  24. Luo Haohao, Kuang Jiayi, Liu Wei, Shen Ying*, Luan Jian, Deng Yang. Browsing Like Human: A Multimodal Web Agent with Experiential Fast-and-Slow Thinking. In The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), July 27 – August 1st, 2025, Vienna, Austria. (通讯作者，中国计算机学会推荐A类顶级会议)

  25. Zeng Delong, Xie Yuexiang, Li Yaliang, Shen Ying*. Enhancing Multimodal Retrieval via Complementary Information Extraction and Alignment. In The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), July 27 – August 1st, 2025, Vienna, Austria. (通讯作者，中国计算机学会推荐A类顶级会议)

  26. Kuang Jiayi, Li Yinghui, Wang Chen, Luo Haohao, Jiang Wenhao, Shen Ying*. Express What You See: Can Multimodal LLMs Decode Visual Ciphers with Intuitive Semiosis Comprehension? The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), July 27 – August 1st, 2025, Vienna, Austria. (通讯作者，中国计算机学会推荐A类国际会议长文)

  27. Zeng Delong, Shen Ying*, Lin Man, Yi Zihao, Ouyang Jiarui. Zero-shot Image Captioning with Multi-type Entity Representations. In The 39th Annual AAAI Conference on Artificial Intelligence (AAAI 2025), Feb 25 – Mar 4, 2025, Pennsylvania, USA. (通讯作者，中国计算机学会推荐A类顶级会议)

  28. Ling Zhenqing, Chen Daoyuan, Liu Yi, Li Yaliang, Shen Ying*. On the Convergence of Zeroth-Order Federated Tuning for Large Language Models. In the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (ACM KDD 2024), August 25-29, 2024, Barcelona, Spain. (通讯作者，中国计算机学会推荐A类会议)

  29. Luo Haohao, Deng Yang, Shen Ying*, Ng See-Kiong, Chua Tat-Seng. Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation. The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024), August 11–16, 2024, Bangkok, Thailand. (通讯作者，中国计算机学会推荐A类会议)

  30. Xu Zhe, Chen Daoyuan, Kuang Jiayi, Yi Zihao, Li Yaliang, Shen Ying*. Dynamic Demonstration Retrieval and Cognitive Understanding for Emotional Support Conversation. The 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024), Washington D.C., USA. July 14-18, 2024, pp.774-784. (通讯作者，中国计算机学会推荐A类会议)

 

二、历年学生毕业去向

18届：Wen Desi 微软亚洲、Si Shangchun华为、Zhangqiang美团、Zhang Lizhu招商银行

19届：Deng Yang新加坡管理大学助理教授、Chen Daoyuan阿里通义阿里星计划、Yuan Kaiqi蚂蚁科技、Zhang Bing中国人民银行

20届：Xie Yuexiang阿里通义阿里星计划、Huang Jiyue代尔夫特理工大学读博、Feng Lingyun中国移动北京总部

21届：Li Ziran字节跳动、Bai Yang腾讯、Wang Wei阿里通义、Wang Dong阿里通义

22届：Wang Yang字节跳动、Ouyang Kai字节跳动、Liu Haozhuang华为

23届：Lin Shiyang国企、Dong Chenhe阿里通义

24届：Lin Zhenzhou腾讯、Xie Jingyou腾讯、Zhao Zishuo阿里通义

25届：Li Yinghui腾讯、入选青云计划、Zeng Delong腾讯、Zha Enze国企、Lin Man国企、Li Ronghao华为

26届：Ling Zhenqing阿里通义、Luo Haohao阿里通义、Xu Zhe硕转博、入选腾讯青云计划