2025
Xiangcun Wang, Xi Wu, Yuan Li, Xia Wu, Jiacai Zhang*. TFANet: A Time-Frequency Aware Network with Joint Entropy Coding for High-Ratio EEG Compression. IEEE Transactions on Biomedical Engineering.
Yanyan Ye, Yanfang Rong, Yong Wang, Xia Wu*, Housheng Su. Positive Edge-Consensus of Uncertain Fractional-Order Networked Systems, IEEE Transactions on Automation Science and Engineering.
Ziyu Li, Zhiyuan Zhu, Qing Li, Xia Wu*. Spatio-temporal Pre-trained Foundation Model for Neural Decoding with Fine-grained Optimization, MICCAI 2025.
Ziyu Li, Zhiyuan Zhu, Qing Li, Xia Wu*. Pre-trained Model with Spatio-temporal Importance Masking and Fine-grained Optimizing for Neural Decoding, Pattern Recognition (Special Issue: Graph Foundation Model).
Xiaonan Yang, Yilu Peng, Yuyang Han, Fangyi Li, Qin Zhang, Shou Wu, Xia Wu∗. Interaction between Dynamic Affection and Cognitive Ability: A Practical Investigation with EEG Measurement. IEEE Transactions on Affective Computing.
Xueyuan Xu, Fulin Wei, Tianze Yu, Jinxin Lu, Aomei Liu, Li Zhuo, Feiping Nie, Xia Wu*. Embedded multi-label feature selection via orthogonal regression. Pattern Recognition.
Yuyang Han, Xiuxing Li, Qixin Wang, Tianyuan Jia and Xia Wu*, A Brain-Inspired Distributed Long-Term Memory Guided Online Continual Learning Method[C], The Fourth International Workshop on Human Brain and Artificial Intelligence, 2024 (HBAI).
Yuyang Han, Xiuxing Li, Tianyuan Jia, Qixin Wang, Chaoqiong Fan and Xia Wu*, A Novel Sleep Mechanism Inspired Continual Learning Algorithm[J], Guidance, Navigation and Control, 2441003, 2024.
祝志远，李晴，邬霞*，基于多视图脑网络监督对比学习的脑疾病诊断[J]，信号处理. 2025.
Tianyuan Jia, Ziyu Li, Qing Li, Xiuxing Li, Xia Wu*, BrainyMP: Enhancing Motion Planning using Graph Neural Network Inspired by Brain Spatial Relational Memory, IEEE Transactions on Intelligent Transportation System, 26(6):8880-8893, 2025.
Qixin Wang, Xiuxing Li, Ziyu Li, Tianyuan Jia, Qing Li, Li Yao, Xia Wu*. BrainyHGNN: Brain-Inspired Memory Retrieval and Cross-modal Interaction for Emotion Recognition in Conversations, IEEE Transactions on Circuits and Systems for Video Technology. 2025.
Tianyuan Jia, Ziyu Li, Qing Li, Xiuxing Li, Xiang Li, Chen Wei, Li Yao, Xia Wu*. Learning to Plan Like the Human Brain via Visuospatial Perception and Semantic-Episodic Synergistic Decision-Making, The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025.
Boheng Liu, Ziyu Li, Chenghua Duan, Yutian Liu, Zhuo Wang, Xiuxing Li, Qing Li, Xia Wu*. Cognitive Predictive Processing: A Human-like Framework for Adaptive Exploration in Open-World Reinforcement Learning. The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025.
Tianyuan Jia, Chaoqiong Fan, Qing Li, Ziyu Li, Li Yao, Xia Wu*, A Brain-Inspired Harmonized Learning with Concurrent Arbitration for Enhancing Motion Planning[J], IEEE Transactions on Fuzzy Systems, 33(2):631-643, 2025.
Zhaodi Pei, Zhiyuan Zhu, Zonglei Zhen, Xia Wu*. Disentangle the group and individual components of functional connectome with autoencoders[J]. Neural Networks, 2025, 181:106786.
2024
Wei Fulin, Xu Xueyuan, Li Xiuxing, Xia Wu*. BDAN-SPD: A Brain Decoding Adversarial Network guided by Spatio-temporal Pattern Differences for Cross-Subject MI-BCI[J]. IEEE Transactions on Industrial Informatics. 2024, 20(12):14321-14329.
Wei Fulin, Xu Xueyuan, Li Qing, Li Xiuxing, Xia Wu*. BLSAN: A Brain Lateralization-guided Subject Adaptive Network for Motor Imagery Classification [J]. IEEE Signal Processing Lettes, 2024, 31:2630-2634.
Xueyuan Xu, Li Zhuo, Jinxin Lu, Xia Wu*. WSEL: EEG feature selection with weighted self-expression learning for incomplete multi-dimensional emotion recognition[C]. ACM Multimedia, 2024：350 - 359. oral
Xuyun Wen , Qumei Cao, Yunxi Zhao, Xia Wu, Daoqiang Zhang*. D-MHGCN: An End-to-End Individual Behavioral Prediction Model Using Dual Multi-Hop Graph Convolutional Network[J]. IEEE Journal of Biomedical and Health Informatics, 28(10):6130-6140.
Xueyuan Xu, Fulin Wei, Tianyuan Jia, Li Zhuo, Hui Zhang, Xiaoguang Li, Xia Wu*. Embedded EEG Feature Selection for Multi-dimension Emotion Recognition via Local and Global Label Relevance. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2024, 32:514-526.
Xiangcun Wang, Jiacai Zhang*, Xia Wu. A feature enhanced EEG compression model using asymmetric encoding-decoding network. Journal of Neural Engineering, 2024, 21(3): 036013.
Qixin Wang, Chaoqiong Fan, Tianyuan Jia, Yuyang Han, Xia Wu*. ND-MRM: Neuronal Diversity Inspired Multisensory Recognition Model[C]//Proceedings of the AAAI Conference on Artificial Intelligence, 2024, 38(14): 15589-15597.
Xiangcun Wang, Ran Shi, Xia Wu, and Jiacai Zhang*. Decoding Human Interaction Type from Inter-brain Synchronization by Using EEG Brain Network. IEEE Journal of Biomedical and Health Informatics, 2024, 28(1):204-215.
Qixin Wang, Chaoqiong Fan, Tianyuan Jia, Yuyang Han, Xia Wu*. ND-MRM: Neuronal Diversity Inspired Multisensory Recognition Model[C]//Proceedings of the AAAI Conference on Artificial Intelligence, 2024, 38(14): 15589-15597.
Ziyu Li, Qing Li, Zhiyuan Zhu, Zhongyi Hu, Xia Wu*. Multi-Scale Spatio-Temporal Fusion with Adaptive Brain Topology Learning for fMRI Based Neural Decoding. IEEE Journal of Biomedical and Health Informatics, 2024, 28(1):262-272.
Shihao Zhang, Wenting Yang, Haonan Mou, Zhaodi Pei, Fangyi Li, Xia Wu*. An Overview of Brain Fingerprint Identification Based on Various Neuroimaging Technologies. IEEE Transactions on Cognitive and Developmental Systems, 2024, 16(1):151-164.
Zhaodi Pei, Fulin Wei, Zhiyuan Zhu, Xia Wu*. Few-Shot Synthetic Online Transfer Learning for Cross-Site Neurological Disease Diagnosis. IEEE Transactions on Computational Social Systems, 2024, 11(2):2201-2209.
Yifan Niu, Kexin Di, Gangyan Zeng, Tao Wei, Yuan Zhang, Xia Wu*. Towards better video services: An EEG-based interpretable model for functional quality of experience evaluation. Displays, 2024, 82:102657
Shihao Zhang, Zhaodi Pei, Haonan Mou, Wenting Yang, Qing Li, Xia Wu*. Visual Explanations of Deep Convolutional Neural Network for EEG Brain Fingerprint. IEEE International Symposium on Biomedical Imaging (ISBI), 2024, pp. 1-5, doi: 10.1109/ISBI56570.2024.10635505.
Haonan Mou, Wenting Yang, Shihao Zhang, Zhaodi Pei, Ziyu Li, Xia Wu*. Hierarchical Window Attention for Motor Imagery EEG Classification. IEEE International Symposium on Biomedical Imaging (ISBI), 2024, pp. 1-5, doi: 10.1109/ISBI56570.2024.10635122.
Tianyuan Jia, Chaoqiong Fan, Qixin Wang, Yuyang Han, Xia Wu*. Brain-Inspired Parallel Inference Learning for Complex Decision-making. 4th International Conference on Pattern Recognition and Artificial Intelligence, Singapore: Springer Nature Singapore, 2024: 409-416.
2023
Chaoqiong Fan, Yao Li, Jiacai Zhang, Zonglei Zhen, Xia Wu*. Advanced Reinforcement Learning and Its Connections with Brain Neuroscience. Research, 2023, 6: 0064.
Xueyuan Xu, Tianyuan Jia, Qing Li, Fulin Wei, Long Ye, Xia Wu*. EEG Feature Selection via Global Redundancy Minimization for Emotion Recognition. IEEE Transactions on Affective Computing, 2023, 14(1):421-435.
Zhiyuan Zhu, Taicheng Huang, Zonglei Zhen, Boyu Wang, Xia Wu*, Shuo Li. From sMRI to task-fMRI: A unified geometric deep learning framework for cross-modal brain anatomo-functional mapping. Medical Image Analysis, 2023，83: 102681.
Ziyu Li, Zhiyuan Zhu, Qing Li, Xia Wu*. Jointly Fusing Multi-Scale Spatial-Logical Brain Networks: A Neural Decoding Method. IEEE Journal of Biomedical and Health Informatics, 2023, 27(1): 445-456.
徐雪远,刘建红,李子遇,翟广涛,邬霞*.基于正交回归和特征加权的脑电情感特征选择方法[J].中国科学：信息科学，2023, 53(1): 33-45.
Fulin. Wei, Xueyuan. Xu, Tianyuan. Jia, Daoqiang. Zhang and Xia. Wu*. A Multi-Source Transfer Joint Matching Method for Inter-Subject Motor Imagery Decoding, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2023, 31, 1258-1267.
邬霞*,牛一帆.基于脑电的弹幕视频用户体验质量评估研究[J].信号处理, 2023, 39(08): 1399-1407.
2022
Hailing Wang, Xia Wu*, Li Yao. Identifying cortical brain directed connectivity networks from high-density EEG for emotion recognition. IEEE Transactions on Affective Computing, 2022, 13(3): 1489-1500.
Xueyuan Xu, Xia Wu*, Fulin Wei, Wei Zhong, Feiping Nie, A General Framework for Feature Selection under Orthogonal Regression with Global Redundancy Minimization. IEEE Transactions on Knowledge and Data Engineering, 2022, 34(11): 5056 – 5069.
Ting Li, Zhaodi Pei, Zhiyuan Zhu, Xia Wu, Chunliang Feng, Intrinsic brain activity patterns across large-scale networks predict reciprocity propensity. Human Brain Mapping, 2022, 43(18): 5616-5629.