人工智能与交叉应用、大模型与交叉应用、图智能计算、脑科学、医学人工智能

[1] 国家自然科学基金 62471133 基于脑白质及灰质连接的抑郁症智能诊断方法研究，主持

[2] 国家自然科学基金 31800825 融合多模态脑成像的群组及个性化丘脑核团分区研究，主持

[3] 国家自然科学基金 31640028  基于静息态功能磁共振成像的大脑功能分区研究，主持

[4] 江苏省自然科学基金 BK20150650 基于功能连接构建大脑功能分区关键技术研究，主持

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. (影像处理顶刊，中科院1区Top）

2 [AAAI 2025] Song Lei（博士生）, Li Jiaxing, Si Qinghua, Guan Shihan, Kong Youyong (*). Exploring Rationale Learning for Continual Graph Learning.The 39th Annual AAAI Conference on Artificial Intelligence , 2025. (CCF A).

3 [AAAI 2025] Jia Jinghong（硕士生）, Song Lei, Li Jiaxing, Kong Youyong (*). HePa: Heterogeneous Graph Prompting For All-level Classification Tasks. The 39th Annual AAAI Conference on Artificial Intelligence, 2025. (CCF A).

4 [IJCAI 2025] Dong Rui（硕士生）, 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).

5 [ICML 2025] Zheng Weihuang（硕士生）, 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).

6 [CVPR 2025] Wu Junxian（硕士生）, Chen Minheng, Ke Xinyi, Xun Tianwang, Jiang Xiaoming, Hou Hongyu, Shao Lizhi(*), Kong Youyong (*). Learning Hetergeneous Tissues with Mixure of Experts for Gipapixel Whole Slide Images. IEEE Computer Vision and Pattern Recognition, 2025. (CCF A).

7 [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.(影像处理顶刊，中科院1区Top）

8 [NeuIPS 2023] Ye Hongting（硕士生）, 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)

9 [WWW 2023] Niu Shuyi（硕士生）, 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)

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.(情感计算顶刊，中科院1区Top）

11 [IJCAI 2022] Zhang Ke（硕士生）, 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)

12 [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.(神经计算顶刊，中科院Top）

13 [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. 

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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