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.
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.
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.
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
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.
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.
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.
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.

