人工智能與交叉應用

圖表示學習

腦科學

[1] 國家自然科學基金 62471133 基于腦白質及灰質連接的抑郁症智能診斷方法研究，主持

[2] 國家自然科學基金 31800825 融合多模态腦成像的群組及個性化丘腦核團分區研究，主持

[3] 國家自然科學基金 31640028  基于靜息态功能磁共振成像的大腦功能分區研究，主持

[4] 江蘇省自然科學基金 BK20150650 基于功能連接構建大腦功能分區關鍵技術研究，主持

[1]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, in press, doi: 10.1109/TMI.2024.3448214.

[2]Song Lei, 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]Jia Jinghong, 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]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.

[5]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)

[6]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)

[7]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.

[8]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)

[9]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.

[10]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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