[1] Xiaocao Ouyang, Yan Yang, Wei Zhou, Yiling Zhang, Hao Wang, Wei Huang. CityTrans: Domain-Adversarial Training with Knowledge Transfer for Spatio-Temporal Prediction across Cities [J]. IEEE Transactions on Knowledge and Data Engineering, 2024, 36(1): 62-76. （CCF A类期刊，SCI一区Top, 数据挖掘顶刊）
[2] Xiaocao Ouyang, Yanhua Li, Dongyu Guo, Wei Huang, Xin Yang, Yan Yang, Junbo Zhang, Tianrui Li. Enhancing few-sample spatio-temporal prediction via relational fusion-based hypergraph neural network [J]. Information Fusion 121 (2025): 103149. ( SCI一区 Top,影响因子:15.5)
[3] Xiaocao Ouyang, Yanhua Li, Jie Zhang, Xin Yang, Yan Yang, Junbo Zhang, Wei Huang, Tianrui Li, Zhiquan Liu. Enhancing Cross-City Spatio-Temporal Prediction via Dynamic Multi-Scale Hypergraph Learning with Domain Adversarial Training[J]. Knowledge-Based Systems, 2025: 114352. ( SCI一区Top)
[4] Yanhua Li（博士生）, Xiaocao Ouyang, Chaofan Pan, Jie Zhang, Sen Zhao, Shuyin Xia, Xin Yang, Guoyin Wang, Tianrui Li. Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary[C]. Proceedings of the AAAI Conference on Artificial Intelligence. 2025, 39(23): 24512-24520. (CCF A类会议，人工智能顶级会议)
[5] Xiaocao Ouyang, Yan Yang, Yiling Zhang, Wei Zhou, Jihong Wan, Shengdong Du. Domain Adversarial Graph Neural Network with Cross-city Graph Structure Learning for Traffic Prediction [J]. Knowledge-Based Systems. 2023: 110885. （SCI一区Top）
[6] Pengcheng Zhang (硕士生), Xiaocao Ouyang*, Ran Peng, UWT-Net: Mining Low-Frequency Feature Information for Medical Image Segmentation[C]. International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025: 615-624. (CCF B类会议)
[7] Wei Huang, Dexian Wang, Xiaocao Ouyang, Jihong Wan, Jia Liu, Tianrui Li. Multimodal federated learning: Concept, methods, applications and future directions[J]. Information Fusion, 2024, 112: 102576. ( SCI一区 Top,影响因子:15.5)
[8] Xiaocao Ouyang , Yan Yang, Yiling Zhang, Wei Zhou, Dongyu Guo. Dual-Channel Spatial-Temporal Difference Graph Neural Network for PM2.5 Forecasting [J]. Neural Computing and Applications, 2023, 35(10): 7475-7494. （SCI二区）
[9] Xiaocao Ouyang, Yan Yang, Yiling Zhang, Wei Zhou. Spatial-Temporal Dynamic Graph Convolution Neural Network for Air Quality Prediction [C]. International Joint Conference on Neural Networks (IJCNN), 2021.（CCF C类会议）
[10] Yiling Zhang, Hao Wang, Yan Yang, Wei Zhou, Tianrui Li, Xiaocao Ouyang. Deep Matrix Factorization with Knowledge Transfer for Lifelong Clustering and Semi-supervised Clustering [J]. Information Sciences, 2021, 570: 795-814.（CCF B类期刊）
[11] 张熠玲, 杨燕, 周威, 欧阳小草, 胡节. CMvSC: 知识迁移下的深度一致性多视 图谱聚类网络 [J]. 软件学报, 2021, 33(4): 1373-1389.（中文CCF T1类期刊）
[12] Xiong Ni, Yan Yang, Yongquan Jiang, Xiaocao Ouyang. Diffusion Graph Neural Ordinary Differential Equation Network for Traffic Prediction [C]. International Joint Conference on Neural Networks (IJCNN), 2023.（CCF C 类会议）
[13] Yiling Zhang, Yan Yang, Wei Zhou, Hao Wang, Xiaocao Ouyang. Multi-city Traffic Flow Forecasting via Multi-task Learning [J]. Applied Intelligence, 2021.（SCI二区）
[14] Yiling Zhang, Hao Wang, Yan Yang, Wei Zhou, Tianrui Li, Xiaocao Ouyang. Deep Matrix Factorization with Knowledge Transfer for Lifelong Clustering and Semi-supervised Clustering [J]. Information Sciences, 2021, 570: 795-814.（CCF B类期刊, SCI一区, Top期刊）
[15] Yiling Zhang, Yan Yang, Wei Zhou, Xiaocao Ouyang, Xiaobo Zhang. A Consensus Clustering Algorithm for Multitask Multiview Learning [C]. Proceedings of the IEEE 14th International Conference on Intelligent Systems and Knowledge Engineering, 2019: 1098-1106. （最佳论文奖）
专利
[1] 杨燕, 欧阳小草, 江永全, 张熠玲, 周威. 一种基于领域自适应与知识迁移的交通流量预测方法. 授权号：CN115034478B. 已授权
主要科研项目
[1] 国家自然科学基金青年项目：基于深度表征和迁移学习的城市时空预测方法研究， 2025-01至2027-12，主持
[2] 四川省自然科学基金青年项目，2026-01至2027-12，主持
[3] 365英国上市集团中央高校青年教师成长项目，2025-01至2025-12，主持
[4] 国家自然科学基金面上项目：基于多粒度认知的联邦持续学习关键技术研究, 2025-01至2028-12, 主研
[5] 国家自然科学基金面上项目：基于多视图融合的序列数据深度学习模型研究, 2020-01至2023-12, 参研
