孔佑勇，香港中文大学博士，东南大学 副教授，博士生导师，计算机科学与工程学院、软件学院、人工智能学院 副院长，北京中关村学院兼聘博士生导师。研究方向为人工智能（大模型）与交叉应用，主持国家重点研发计划课题1项，国家自然科学基金3项。在IEEE TMI、MedIA、ICML、NeurIPS等人工智能期刊与会议发表学术论文80余篇。
1 [MIA 2026] Li Yueying, Dong Rui, Liu Xiaoyun, Yuan Yonggui, Kong Youyong (*). NeuroBridge: Bridging Functional and Structural Brain Networks via Neural Coupling and Consistency-Guided Dynamic Graph Learning. Medical Image Analysis, 2026, 103993.
2 [TMI 2025] Kong Youyong (*), Zhang Xiaotong, Wang Wenhan, Zhou Yue, Li Yueying, Yuan Yonggui(*). Multi-Scale Spatial-Temporal Attention Networks for Functional Connectome Classification. IEEE Transactions on Medical Imaging, 2025, 44(1): 475-488.
3 [MIA 2025] Zhu Yihui, Zhou Yue, Zhang Xiaotong, Li Yueying, Yuan Yonggui, Kong Youyong (*). MSARAE: Multiscale Adversarial Regularized Autoencoders for Cortical Network Classification. Medical Image Analysis , 2025, 106:103775.
4 [TAI 2025] Li Jiaxing, Gao Jiayi, Gu Binhao, Kong Youyong (*). Let Invariant Learning Inspire Neighbor-shift Generalization on Graphs. IEEE Transactions on Artificial Intelligence , 2025, in press.
5 [ICML 2025] Zheng Weihuang, Liu Jia Shun, Li Jiaxing, Wu Jiayun, Cui Peng, Kong Youyong (*). Topology-Aware Dynamic Reweighting for Distribution Shifts on Graph. International Conference on Machine Learning. 2025.
6 [AAAI 2025] Jia Jinghong, Song Lei, Li Jiaxing, Kong Youyong (*). HePa: Heterogeneous Graph Prompting For All-level Classification Tasks. Annual AAAI Conference on Artificial Intelligence, 2025.
7 [IJCAI 2025] Dong Rui, Li Jiaxing, Zheng Weihuang, Kong Youyong (*). Suit the Node Pair to the Case: A Multi-Scale Node Pair Grouping Strategy for Graph-MLP Distillation. International Joint Conference on Artificial Intelligence, 2025.
8 [TMI 2023] Kong Youyong (*), Wang Wenhan, Liu Xiaoyun, Gao Shuwen, Hou Zhenghua, Xie Chunming, Zhang Zhijun, Yuan Yonggui(*). Multi-Connectivity Representation Learning Network for Major Depressive Disorder Diagnosis. IEEE Transactions on Medical Imaging. 2023, 42(10):3012-3024.
9 [NeuIPS 2023] Ye Hongting, Zheng Yalu, Li Yueying, Zhang Ke, Kong Youyong (*), Yuan Yonggui. RH-BrainFS: Regional Heterogeneous Multimodal Brain Networks Fusion Strategy. Neural Information Processing Systems. 2023.
10 [TAFFC 2022] Kong Youyong (*), Niu Shuyi, Gao Heren, Yue Yingying, Shu Huazhong, Xie Chuming, Zhang Zhijun, Yuan Yonggui(*). Multi-Stage Graph Fusion Networks for Major Depressive Disorder Diagnosis. IEEE Transactions on Affective Computing. 2022, 13(4):1917-1928.
第十八届“吾爱吾师——我最喜爱的老师”最受欢迎教师（2022）
江苏省医学科技奖（2023）
中华医学会科技奖（2025）
学生招生
课题组与电科、电力、阿里、腾讯等大型企业建立深度合作
本科生：欢迎优秀本科生加入课题组开展科研训练
研究生：欢迎2027年入学研究生联系（硕士、博士需提前进组开展实习）
