教师简介：
余伟江、中山大学计算机学院副教授（引进人才系列），博士生导师，逸仙学者。在学术界和工业界长期致力于HPC+多模态人工智能的研究和应用，尤其注重探究通用智能和专业推理能力的理论、算法和系统，并致力于将其应用到创新科学发现中。在Nature Communications，TPAMI，NeurIPS，ACL，CVPR，ACM Multimedia等国际顶级学术期刊和会议发表多篇论文，国家授权专利十余项。博士毕业于中山大学计算机学院，师从肖侬教授。曾赴美国CMU和沙特KAUST进行访问交流。入选华为天才少年计划，获吴文俊人工智能优秀博士学位论文奖，ACM中国优秀博士学位论文全国奖提名，ACM广州优博奖，中山大学优博奖，阿里巴巴FashionAI全球挑战赛关键点识别赛道亚军等荣誉。
招生：长期欢迎本科生和研究实习生加入。现招收2026年秋季入学的博士和硕士研究生，欢迎推免/考研学生通过邮件联系本人咨询实验室的招生名额和相关事宜。来信请附上您的简历，简单介绍您的研究兴趣和经历。要求：扎实的理论基础、良好的编程能力、优秀的英语能力，欢迎不同背景的学生申请。
研究领域：
长期致力于HPC+多模态人工智能的研究和应用，包括多模态机器学习、生成式模型、HPC+AI for Science
获奖及荣誉：
1、吴文俊人工智能优秀博士学位论文奖（全国仅10位），2023
2、ACM中国优秀博士学位论文全国奖提名（全国仅3位），2022
3、ACM广州优秀博士学位论文奖（排名第一），2022
4、华为天才少年，2022
5、中山大学优秀博士学位论文奖、校优秀毕业生，2022
6、博士研究生国家奖学金，2020，2021
7、阿里巴巴天池比赛FashionAI关键点赛道亚军，2018
8、中国电信奖学金，2017
9、国家奖学金，2016
10、全国大学生电子设计竞赛国家二等奖，2015
代表性论著：
- Weijiang Yu, Haofan Wang, Guohao Li, Nong Xiao, Bernard Ghanem.“Knowledge-aware Global Reasoning for Situation Recognition”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023. [CCF A] [中科院一区]
- Weijiang Yu, Haoteng Zheng, Mengfei Li, Lei Ji, Lijun Wu, Nong Xiao, Nan Duan.“Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering”. Annual Conference on Neural Information Processing Systems (NeurlPS), 2021. [CCF A]
- Weijiang Yu, Jian Liang, Lei Ji, Lu Li, Yuejian Fang, Nong Xiao, and Nan Duan . Hybrid Reasoning Network for Video-based Commonsense Captioning. ACM International Conference on Multimedia (ACM MM), 2021. [CCF A]
- Weijiang Yu, Jian Liang, Lu Li, Nong Xiao. "Single Image De-noising via Staged Memory Network". ACM International Conference on Multimedia (ACM MM), 2020 (Oral) [CCF A]
- Weijiang Yu, Jingwen Zhou, Weihao Yu, Xiaodan Liang, Nong Xiao. "Heterogeneous Graph Learning for Visual Commonsense Reasoning". Annual Conference on Neural Information Processing Systems (NeurlPS), 2019 (Spotlight) [CCF A]
- Weijiang Yu, Xiaodan Liang, Ke Gong, Chenhan Jiang, Nong Xiao. "Layout-Graph Reasoning for Fashion Landmark Detection". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019. [CCF A]
- Weijiang Yu, Zhe Huang, Wayne Zhang, Litong Feng, Nong Xiao. "Gradual Network for Single Image De-raining". ACM International Conference on Multimedia (ACM MM), 2019 (Oral). [CCF A]
- Songyuan Yang, Weijiang Yu（通讯作者）, Wenjing Yang, Xinwang Liu, Huibin Tan, Long Lan, Nong Xiao. "WildVideo: Benchmarking LMMs for Understanding Video-Language Interaction". IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 [CCF A][中科院一区]
- Weijiang Yu, Yingpeng Wen, Fudan Zheng, and Nong Xiao. “Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning”. Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021. [CCF B]
- Yuansong Zeng, Jiancong Xie, Zhuoyi Wei, Yun Su, Ningyuan Shangguan, Shuangyu Yang, Chengyang Zhang, Wenbing Li, Jinbo Zhang, Nan Fang, Hongyu Zhang, Huiying Zhao, Yutong Lu, Jue Fan, Weijiang Yu（通讯作者）, Yuedong Yang. "CellFM: a large-scale foundation model pre-trained on transcriptomics of 100 million human cells". Nature Communications, 2025. [中科院一区]
- Fudan Zheng, Jindong Cao, Weijiang Yu（通讯作者）, Zhiguang Chen, Nong Xiao, Yutong Lu. "Exploring Low-Resource Medical Image Classification with Weakly Supervised Prompt Learning". Pattern Recognition, 2024. [中科院一区]
- Siyao Li, Weijiang Yu, Tianpei Gu, Chunze Lin, Quan Wang, Chen Qian, Chen Change Loy, Ziwei Liu. "Bailando++: 3D Dance GPT with Choreographic Memory". IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023. [CCF A][中科院一区]
- Congzhi Zhang, Jiawei Peng, Zhenglin Wang, Yilong Lai, Haowen Sun, Heng Chang, Fei Ma, Weijiang Yu（通讯作者）. "VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism". Annual Meeting of the Association for Computational Linguistics (ACL), 2025. [CCF A]
- Siyao Li, Weijiang Yu, Tianpei Gu, Chunze Lin, Quan Wang, Chen Qian, Chen Change Loy, Ziwei Liu. "Bailando: 3D Dance Generation by Actor-Critic GPT with Choreographic Memory". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 (Oral). [CCF A]
完整论文参考Google scholar主页：https://scholar.google.com/citations?user=VBQPXlsAAAAJ&hl=zh-CN&oi=ao
