2021.07~2026.02， 中国科学院自动化研究所，助理研究员

2016.09~2021.06，中国科学院自动化研究所，模式识别与智能系统，博士

2012.09~2016.07， 山东大学，自动化，工学学士 

研究方向

图机器学习，动态图机器学习，大模型推理，智能天气预报，智能医疗辅助 

承担科研项目情况

(1)   多源降水观测数据的时空图网络模型与方法研究，项目负责人，国家自然科学基金，2023.01-2025.12

(2)   癫痫复杂脑网络建模、预测与闭环调控研究，主要完成人，“新一代人工智能”国家科技重大专项课题，2021.12-2026.11

(3)   支持卫生健康数据要素定义及规则推理的分层知识图谱，主要完成人，国家重点研发计划课题，2022.11-2025.10

(4)   恶性肿瘤中医药防治智慧医疗研究，课题负责人，重点协同攻关项目，2024.02-2027.02 

代表论著 

[1] Yajing Wu, Yongqiang Tang*, Wensheng Zhang. Fine-Grained Interactive Transformers for Continuous Dynamic Link Prediction. IEEE Transactions on Cybernetics (TCYB), 2025, 55(12):5827-5840. (SCI, IF: 10.5, JCR Top,中科院一区)(唯一第一作者)

[2] Yajing Wu, Chenyang Zhang, Yongqiang Tang*, Xuebing Yang*, Yanting Yin, Wensheng Zhang. Learning the long-tail distribution in latent space for Weighted Link Prediction via conditional Invertible Neural Networks. Knowledge-Based Systems (KBS), 2024, 294(21): 111714. (SCI, IF: 7.6, JCR Top,中科院一区) (唯一第一作者)

[3] Yajing Wu, Xuebing Yang*, Yongqiang Tang*, Chenyang Zhang, Guoping Zhang, Wensheng Zhang. Inductive Spatiotemporal Graph Convolutional Networks for Short-term Quantitative Precipitation Forecasting. IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2022, 60:1-18. (SCI, IF: 8.2, JCR Top,中科院一区) (唯一第一作者)

[4] Yanting Yin#, Yajing Wu#, Xuebing Yang*, Wensheng Zhang, Xiaojie Yuan*. Super Resolution Graph With Conditional Normalizing Flows for Temporal Link Prediction. IEEE Transactions on Knowledge and Data Engineering (TKDE), 36(3):1311-1327, 2024. (SCI, IF: 10.4, JCR Top, CCF-A) (共同第一作者)

[5] Yajing Wu, Yongqiang Tang, Xuebing Yang, Wensheng Zhang, Guoping Zhang*. Graph Convolutional Regression Networks for Quantitative Precipitation Estimation. IEEE Geoscience and Remote Sensing Letters (GRSL), 2021, 18(7): 1124-1128. (SCI, IF: 4.4,中科院二区) (唯一第一作者)

[6] Yajing Wu, Xuebing Yang*, Wensheng Zhang*, Qiuming Kuang. Mixture probabilistic model for precipitation ensemble forecasting. Quarterly Journal of the Royal Meteorological Society (QJRMS), 2019, 145(725): 3516-3534. (SCI, IF: 2.9,气象领域顶刊) (唯一第一作者)

[7] Minyu Zhou#, Yajing Wu#*, Yongqiang Tang*, Xiaohu Zhou, Ying Zhang, Runshi Gao, Wang Jia, Wensheng Zhang. MuGEP: Multiplex Graph-based Brain Network Modeling for Epileptic Seizure Prediction using Intracranial EEG. IEEE Journal of Biomedical and Health Informatics (JBHI), 2026, DOI: 10.1109/JBHI.2026.3679376. (SCI, IF: 6.8, JCR Top,中科院一区) (共同第一作者,通讯作者)

[8] Tao Xu#, Yajing Wu#*, Yongqiang Tang*, Wensheng Zhang, Zhihua Cui. Dynamic Functional Connectivity Neural Network for Epileptic Seizure Prediction Using Multi-Channel EEG Signal. IEEE Signal Processing Letters (SPL), 2024, 31: 1499-1503. (SCI, IF: 3.9,中科院二区) (共同第一作者,通讯作者)

[9] Hongcheng Ma#, Yajing Wu#*, Yongqiang Tang*, Rui Chen, Tao Xu, Wensheng Zhang. Parallel Dual-Branch Fusion Network for Epileptic Seizure Prediction. Computers in Biology and Medicine (CIBM), 2024,176:108565. (SCI,共同第一作者,通讯作者)

[10] Yuqi Zhong#, Yajing Wu#, et al. Clinical Prediction of Digestive System Diseases using Large Language Model Instruction. International Conference on Bioinformatics and Intelligent Computing (BIC). 2026. (EI, 通讯作者)

[11] Ruiwen Yuan, Yajing Wu, Yongqiang Tang*, Junping Wang, Wensheng Zhang*. Meta-path infomax joint structure enhancement for multiplex network representation learning. Knowledge-Based Systems (KBS), 2023, 275: 110701. (SCI, IF: 7.6, JCR Top,中科院一区)

[12] Yanting Yin, Yajing Wu, Xuebing Yang*, Wensheng Zhang, Xiaojie Yuan*. SE-GRU: Structure Embedded Gated Recurrent Unit Neural Networks for Temporal Link Prediction. IEEE Transactions on Network Science and Engineering (TNSE), 2022, 9(4): 2495-2509. (SCI, IF:7.9, JCR Top)

[13] Yanting Yin, Yajing Wu, Xuebing Yang*, Wensheng Zhang, Xiaojie Yuan*. Temporal Link Prediction on Dynamic Graphs Based on Spatial-Temporal Normalizing Flow. 中国科学:信息科学,2024. ( CCF A类中文)

[14] Xuebing Yang*, Yajing Wu, Wensheng Zhang, Wei Tang. Label Distribution Learning with Climate Probability for Ensemble Forecasting. Intelligent Data Analysis (IDA), 2020, 24(1):69-82. (SCI)

[15] Ruiwen Yuan, Yongqiang Tang*, Yajing Wu, Wensheng Zhang. Clustering Enhanced Multiplex Graph Contrastive Representation Learning. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023, 36:1341-1355. (SCI, IF: 10.4, JCR Top, CCF A)

[16] Yuxun Qu, Chenyang Zhang, Xuebing Yang*, Yajing Wu, Wensheng Zhang*, Guoping Zhang. Classifying Clear Air Echoes via Static and Motion Streams Network. IEEE Geoscience and Remote Sensing Letters (GRSL), 2021, 19: 1-5. (SCI, IF: 4.4,中科院二区)

[17] Xiaoheng Tan, Jiabin Zhang, Yuhui Quan, Jing Li, Yajing Wu, Zilin Bian. Highly Efficient No-reference 4K Video Quality Assessment with Full-Pixel Covering Sampling and Training Strategy. International Conference on Multimedia (MM), 2024: 9913-9922. (CCF-A)

[18] Ruiwen Yuan, Yongqiang Tang, Yajing Wu, et al. Semi-Supervised Graph Structure Learning via Dual Reinforcement of Label and Prior Structure. IEEE Transactions on Cybernetics(TCYB), doi: 10.1109/TCYB.2024.3416621. (SCI, IF: 10.5, JCR Top,中科院一区)

[19] Hao Yuan, Jiabin Zhang, Yajing Wu, et al. HDR-VLM: HDR-Domain Adaptation of VLMs and Preference-Aligned Quality Assessment for HDR Video Color Grading. IEEE/CVF Conference on Computer Vision and Pattern Recognition(CVPR), 2026. (CCF A) 

社会任职

中国自动化学会智能自动化专业委员会委员

中国人工智能学会智能服务专业委员会委员