个人简介
孔佑勇，博士，东南大学计算机科学与工程学院、软件学院、人工智能学院 副教授，博士生导师， 学院 党委委员、 副院长、工会主席、教学委员会委员。 2 008年、2011年先后于东南大学软件学院、计算机科学与工程学院获学士、硕士学位，2014年于香港中文大学获博士学位，同年加入东南大学计算机科学与工程学院、软件学院、人工智能学院 。
主持国家重点研发计划课题1项，国家自然科学基金3项，江苏省自然科学基金1项。研究方向为人工智能（大模型）与交叉应用，在IEEE TMI 、 MedIA 、TAFFC、TNSRE、ICML、CVPR、AAAI 、NeurIPS 等人工智能期刊与会议发表学术论文70余篇。
第十八届“吾爱吾师——我最喜爱的老师”最受欢迎教师（2022年度，全校10位）
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1 [ 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. ( 医学影像处理顶刊 ).
2 [MedIA 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, in press. ( 医学影像处理顶刊 ).
3 [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. ( JCR Q1) .
4 [AAAI 2025] Song Lei, Li Jiaxing, Si Qinghua, Guan Shihan, Kong Youyong (*) . Exploring Rationale Learning for Continual Graph Learning. Annual AAAI Conference on Artificial Intelligence , 2025. ( CCF A ).
5 [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. ( CCF A ).
6 [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. ( CCF A ).
7 [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. ( CCF A ).
8 [TNSRE 2025] Li Yueying, Zhang Xiaotong, Guan Shihan, Ma Guolin , Kong Youyong (*) . Topology-Guided Graph Masked Autoencoder Learning for Population-Based Neurodevelopmental Disorder Diagnosis . IEEE Transactions on Neural Systems and Rehabilitation Engineering . 2025.( 神经计算与康复工程顶刊 ）
9 [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. ( 医学影像处理顶刊 ).
10 [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. ( CCF A ).
11 [WWW 2023] Niu Shuyi, Jin Jiawei, Huang Xiutian, Wang Yonggeng, Xu Wenhao, Kong Youyong (*) . Locating Faulty Applications via Semantic and Topology Estimation. Companion Proceedings of the ACM Web Conference . 2023, 528-532. ( CCF A ).
12 [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. ( 情感计算顶刊 ).
13 [IJCAI 2022] Zhang Ke, Pu Xinyan, Li Jiaxing, Wu Jiasong, Shu Huazhong, Kong Youyong (*) . Hierarchical Diffusion Scattering Graph Neural Network. International Joint Conference on Artificial Intelligence , 2022. ( CCF A ).
14 [HBM 2021] Kong Youyong (*) , Gao Shuwen, Yue Yingying, Hou Zhenghua, Shu Huazhong, Xie Chuming, Zhang Zhijun, Yuan Yonggui. Spatio-Temporal Graph Convolutional Network for Diagnosis and Treatment Response Prediction of Major Depressive Disorder from Functional Connectivity. Human Brain Mapping . 2021, 42(12):3922-3933.(JCR Q1）
15 [SPL 2015] Kong Youyong (*) , Deng Yue, Dai Qionghai. Discriminative Clustering and Feature Selection for Brain MRI Segmentation. IEEE Signal Processing Letters . 2015, 22(5):573-577.
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