EEG-Deformer: A Dense Convolutional Transformer for Brain-Computer Interfaces. - Ding, Yi; Li, Yong; Sun, Hao; Liu, Rui; Tong, Chengxuan; Liu, Chenyu; Zhou, Xinliang; Guan, Cuntai (IEEE J. Biomed. Health Informatics, 2025)

SelectiveFinetuning: Enhancing Transfer Learning in Sleep Staging through Selective Domain Alignment. - Zhao, Siyuan; Liu, Chenyu; Ding, Yi; Zhou, Xinliang (CoRR, 2025)

Brain Foundation Models: A Survey on Advancements in Neural Signal Processing and Brain Discovery. - Zhou, Xinliang; Liu, Chenyu; Chen, Zhisheng; Wang, Kun; Ding, Yi; Jia, Ziyu; Wen, Qingsong (CoRR, 2025)

Learning Robust Global-Local Representation From EEG for Neural Epilepsy Detection. - Zhou, Xinliang; Liu, Chenyu; Yang, Ruizhi; Zhang, Liangwei; Zhai, Liming; Jia, Ziyu; Liu, Yang (IEEE Trans. Artif. Intell., 2024)

VBH-GNN: Variational Bayesian Heterogeneous Graph Neural Networks for Cross-subject Emotion Recognition. - Liu, Chenyu; Zhou, Xinliang; Zhu, Zhengri; Zhai, Liming; Jia, Ziyu; Liu, Yang (2024)

VSGT: Variational Spatial and Gaussian Temporal Graph Models for EEG-based Emotion Recognition. - Liu, Chenyu; Zhou, Xinliang; Xiao, Jiaping; Zhu, Zhengri; Zhai, Liming; Jia, Ziyu; Liu, Yang (2024)

Graph Neural Networks in EEG-based Emotion Recognition: A Survey. - Liu, Chenyu; Zhou, Xinliang; Wu, Yihao; Yang, Ruizhi; Zhai, Liming; Jia, Ziyu; Liu, Yang (CoRR, 2024)

A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective. - Liu, Chenyu; Zhou, Xinliang; Wu, Yihao; Ding, Yi; Zhai, Liming; Wang, Kun; Jia, Ziyu; Liu, Yang (CoRR, 2024)

BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging. - Zhou, Xinliang; Han, Yuzhe; Chen, Zhisheng; Liu, Chenyu; Ding, Yi; Jia, Ziyu; Liu, Yang (CoRR, 2024)

An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance. - Zhou, Xinliang; Lin, Dan; Jia, Ziyu; Xiao, Jiaping; Liu, Chenyu; Zhai, Liming; Liu, Yang (2023)

Interpretable and Robust AI in EEG Systems: A Survey. - Zhou, Xinliang; Liu, Chenyu; Zhai, Liming; Jia, Ziyu; Guan, Cuntai; Liu, Yang (CoRR, 2023)

An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance. - Zhou, Xinliang; Lin, Dan; Jia, Ziyu; Xiao, Jiaping; Liu, Chenyu; Zhai, Liming; Liu, Yang (CoRR, 2023)

EEG-based Sleep Staging with Hybrid Attention. - Zhou, Xinliang; Liu, Chenyu; Xiao, Jiaping; Liu, Yang (CoRR, 2023)

EENED: End-to-End Neural Epilepsy Detection based on Convolutional Transformer. - Liu, Chenyu; Zhou, Xinliang; Liu, Yang (CoRR, 2023)

Hybrid spiking neural network for sleep electroencephalogram signals. - Jia, Ziyu; Ji, Junyu; Zhou, Xinliang; Zhou, Yuhan (Sci. China Inf. Sci., 2022)

Monitoring and Analysis of Physical Exercise Effects Based on Multisensor Information Fusion. - Zhou, Xinliang; Wen, Shantian (J. Sensors, 2022)

Parallel Optimization Technology for Backbone Network Intrusion Detection System. - Sun, Xiaojuan; Zhou, Xinliang; Sun, Ninghui; Chen, Mingyu (2005)