Detecting Causality in Multivariate Time Series via Non-Uniform Embedding. - Ziyu Jia; Youfang Lin; Zehui Jiao; Yan Ma; Jing Wang 060 (Entropy, 2019)

BrainSleepNet: Learning Multivariate EEG Representation for Automatic Sleep Staging. - Xiyang Cai; Ziyu Jia; Minfang Tang; Gaoxing Zheng (BIBM, 2020)

Learning Space-Time-Frequency Representation with Two-Stream Attention Based 3D Network for Motor Imagery Classification. - Zhenqi Li; Jing Wang 060; Ziyu Jia; Youfang Lin (ICDM, 2020)

GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification. - Ziyu Jia; Youfang Lin; Jing Wang 060; Ronghao Zhou; Xiaojun Ning 001; Yuanlai He; Yaoshuai Zhao (IJCAI, 2020)

SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition. - Ziyu Jia; Youfang Lin; Xiyang Cai; Haobin Chen; Haijun Gou; Jing Wang 060 (ACM Multimedia, 2020)

MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification. - Ziyu Jia; Youfang Lin; Jing Wang 060; Kaixin Yang; Tianhang Liu; Xinwang Zhang (ECML/PKDD (3), 2020)

Representation based on ordinal patterns for seizure detection in EEG signals. - Yunxiao Liu; Youfang Lin; Ziyu Jia; Yan Ma; Jing Wang 060 (Comput. Biol. Medicine, 2020)

SleepPrintNet: A Multivariate Multimodal Neural Network Based on Physiological Time-Series for Automatic Sleep Staging. - Ziyu Jia; Xiyang Cai; Gaoxing Zheng; Jing Wang 060; Youfang Lin (IEEE Trans. Artif. Intell., 2020)

Two-Stream Squeeze-and-Excitation Network for Multi-modal Sleep Staging. - Xiyang Cai; Ziyu Jia; Zehui Jiao (BIBM, 2021)

SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging. - Ziyu Jia; Youfang Lin; Jing Wang 060; Xuehui Wang; Peiyi Xie; Yingbin Zhang (IJCAI, 2021)

HetEmotionNet: Two-Stream Heterogeneous Graph Recurrent Neural Network for Multi-modal Emotion Recognition. - Ziyu Jia; Youfang Lin; Jing Wang 060; Zhiyang Feng; Xiangheng Xie; Caijie Chen (ACM Multimedia, 2021)

Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification. - Ziyu Jia; Youfang Lin; Jing Wang 060; Xiaojun Ning 001; Yuanlai He; Ronghao Zhou; Yuhan Zhou; Li-Wei H. Lehman (CoRR, 2021)

Multi-Level Spatial-Temporal Adaptation Network for Motor Imagery Classification. - Wei Xu; Jing Wang 060; Ziyu Jia; Zhiqing Hong; Yunze Li; Youfang Lin (ICASSP, 2022)

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

An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance. - Xinliang Zhou; Dan Lin; Ziyu Jia; Jiaping Xiao; Chenyu Liu; Liming Zhai; Yang Liu 003 (EMBC, 2023)

Exploiting Interactivity and Heterogeneity for Sleep Stage Classification Via Heterogeneous Graph Neural Network. - Ziyu Jia; Youfang Lin; Yuhan Zhou; Xiyang Cai; Peng Zheng; Qiang Li; Jing Wang 060 (ICASSP, 2023)

BSTT: A Bayesian Spatial-Temporal Transformer for Sleep Staging. - Yuchen Liu; Ziyu Jia (ICLR, 2023)

Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG. - Heng Liang; Yucheng Liu; Haichao Wang; Ziyu Jia (IJCAI, 2023)

ASTDF-Net: Attention-Based Spatial-Temporal Dual-Stream Fusion Network for EEG-Based Emotion Recognition. - Peiliang Gong; Ziyu Jia; Pengpai Wang; Yueying Zhou; Daoqiang Zhang (ACM Multimedia, 2023)

EmotionKD: A Cross-Modal Knowledge Distillation Framework for Emotion Recognition Based on Physiological Signals. - Yucheng Liu; Ziyu Jia; Haichao Wang (ACM Multimedia, 2023)

A Spatial-Temporal Transformer based on Domain Generalization for Motor Imagery Classification. - Shaozhe Liu; Leike An; Chi Zhang 049; Ziyu Jia (SMC, 2023)

A parallel multi-scale time-frequency block convolutional neural network based on channel attention module for motor imagery classification. - Hongli Li; Hongyu Chen; Ziyu Jia; Ronghua Zhang; Feichao Yin (Biomed. Signal Process. Control., 2023)

Interpretable and Robust AI in EEG Systems: A Survey. - Xinliang Zhou; Chenyu Liu; Liming Zhai; Ziyu Jia; Cuntai Guan; Yang Liu 003 (CoRR, 2023)

A Multimodal Knowledge Distillation Framework for Sleep Physiological Data. - Zongting Xie; Heng Liang; Ziyu Jia (ADMA (4), 2024)

Spatial-Temporal Mamba Network for EEG-Based Motor Imagery Classification. - Xiaoxiao Yang; Ziyu Jia (ADMA (3), 2024)

Wavelet Multi-level Multi-scale Neural Network for EEG Classification. - Zhenghao Zhou; Yisu Wang; Fengming Zhao; Ziyu Jia (BIBM, 2024)

VBH-GNN: Variational Bayesian Heterogeneous Graph Neural Networks for Cross-subject Emotion Recognition. - Chenyu Liu; Xinliang Zhou; Zhengri Zhu; Liming Zhai; Ziyu Jia; Yang Liu 003 (ICLR, 2024)

ATTA: Adaptive Test-Time Adaptation for Multi-Modal Sleep Stage Classification. - Ziyu Jia; Xihao Yang; Chenyang Zhou; Haoyang Deng; Tianzi Jiang (IJCAI, 2024)

Multi-level Disentangling Network for Cross-Subject Emotion Recognition Based on Multimodal Physiological Signals. - Ziyu Jia; Fengming Zhao; Yuzhe Guo; Hairong Chen; Tianzi Jiang (IJCAI, 2024)

VSGT: Variational Spatial and Gaussian Temporal Graph Models for EEG-based Emotion Recognition. - Chenyu Liu; Xinliang Zhou; Jiaping Xiao; Zhengri Zhu; Liming Zhai; Ziyu Jia; Yang Liu 003 (IJCAI, 2024)

SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting. - Ziyu Zhou; Gengyu Lyu; Yiming Huang; Zihao Wang; Ziyu Jia; Zhen Yang (IJCAI, 2024)

Mutual Distillation Extracting Spatial-temporal Knowledge for Lightweight Multi-channel Sleep Stage Classification. - Ziyu Jia; Haichao Wang; Yucheng Liu; Tianzi Jiang (KDD, 2024)

SleepMG: Multimodal Generalizable Sleep Staging with Inter-modal Balance of Classification and Domain Discrimination. - Shuo Ma 001; Yingwei Zhang 002; Qiqi Zhang; Yiqiang Chen 001; Haoran Wang 012; Ziyu Jia (ACM Multimedia, 2024)

Graph Neural Networks in EEG-based Emotion Recognition: A Survey. - Chenyu Liu; Xinliang Zhou; Yihao Wu; Ruizhi Yang; Liming Zhai; Ziyu Jia; Yang Liu 003 (CoRR, 2024)

A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective. - Chenyu Liu; Xinliang Zhou; Yihao Wu; Yi Ding; Liming Zhai; Kun Wang 056; Ziyu Jia; Yang Liu 003 (CoRR, 2024)

ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging. - Jingying Ma; Qika Lin; Ziyu Jia; Mengling Feng (CoRR, 2024)

BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging. - Xinliang Zhou; Yuzhe Han; Zhisheng Chen; Chenyu Liu; Yi Ding; Ziyu Jia; Yang Liu 003 (CoRR, 2024)

A novel transformer autoencoder for multi-modal emotion recognition with incomplete data. - Cheng Cheng; Wenzhe Liu; Zhaoxin Fan; Lin Feng 001; Ziyu Jia (Neural Networks, 2024)

Emotion recognition using hierarchical spatial-temporal learning transformer from regional to global brain. - Cheng Cheng; Wenzhe Liu; Lin Feng 001; Ziyu Jia (Neural Networks, 2024)

Multi-source Selective Graph Domain Adaptation Network for cross-subject EEG emotion recognition. - Jing Wang 060; Xiaojun Ning 001; Wei Xu; Yunze Li; Ziyu Jia; Youfang Lin (Neural Networks, 2024)

Spectral-Spatial Attention Alignment for Multi-Source Domain Adaptation in EEG-Based Emotion Recognition. - Yi Yang 067; Ze Wang 001; Wei Tao; Xucheng Liu; Ziyu Jia; Boyu Wang 004; Feng Wan (IEEE Trans. Affect. Comput., 2024)

MetaEmotionNet: Spatial-Spectral-Temporal-Based Attention 3-D Dense Network With Meta-Learning for EEG Emotion Recognition. - Xiaojun Ning 001; Jing Wang 060; Youfang Lin; Xiyang Cai; Haobin Chen; Haijun Gou; Xiaoli Li 001; Ziyu Jia (IEEE Trans. Instrum. Meas., 2024)

Exploring Structure Incentive Domain Adversarial Learning for Generalizable Sleep Stage Classification. - Shuo Ma 001; Yingwei Zhang 002; Yiqiang Chen 001; Tao Xie; Shuchao Song; Ziyu Jia (ACM Trans. Intell. Syst. Technol., 2024)

Dense Graph Convolutional With Joint Cross-Attention Network for Multimodal Emotion Recognition. - Cheng Cheng; Wenzhe Liu; Lin Feng 001; Ziyu Jia (IEEE Trans. Comput. Soc. Syst., 2024)

Learning Robust Global-Local Representation From EEG for Neural Epilepsy Detection. - Xinliang Zhou; Chenyu Liu; Ruizhi Yang; Liangwei Zhang; Liming Zhai; Ziyu Jia; Yang Liu 003 (IEEE Trans. Artif. Intell., 2024)

A Domain Adversarial Learning Framework for Major Depression Disorder Diagnosis. - Shaozhe Liu; Leike An; Ziyu Jia (ICASSP, 2025)

SleepSMC: Ubiquitous Sleep Staging via Supervised Multimodal Coordination. - Shuo Ma 001; Yingwei Zhang 002; Yiqiang Chen 001; Hualei Wang; Yuan Jin; Wei Zhang 082; Ziyu Jia (ICLR, 2025)

A universal sampling method based on feature and structural comprehensive proximity measure. - Jinhui Pang; Cheng Shang; Ziyu Jia; Peng Hao 003; Weilong Wang; Xiaoshuai Hao (Neurocomputing, 2025)

A Multi-stage Hemisphere Asymmetry Fusion Network Inspired by the brain for EEG depression detection. - Cheng Cheng; Wenzhe Liu; Ziyu Jia; Wenbo Luo (Inf. Fusion, 2025)

CCAM: Cross-Channel Association Mining for Ubiquitous Sleep Staging. - Shuo Ma 001; Yingwei Zhang 002; Yunqi Liu; Yiqiang Chen 001; Weiwen Yang; Jianrong Yang; Mingming Zhao; Ziyu Jia (IEEE Internet Things J., 2025)

DISD-Net: A Dynamic Interactive Network With Self-Distillation for Cross-Subject Multi-Modal Emotion Recognition. - Cheng Cheng; Wenzhe Liu; Xinying Wang 005; Lin Feng 001; Ziyu Jia (IEEE Trans. Multim., 2025)

Brain Foundation Models: A Survey on Advancements in Neural Signal Processing and Brain Discovery. - Xinliang Zhou; Chenyu Liu; Zhisheng Chen; Kun Wang 056; Yi Ding; Ziyu Jia; Qingsong Wen (CoRR, 2025)

Subject-Adaptation Salient Wave Detection Network for Multimodal Sleep Stage Classification. - Jing Wang 060; Xuehui Wang; Xiaojun Ning 001; Youfang Lin; Huy Phan; Ziyu Jia (IEEE J. Biomed. Health Informatics, 2025)

HATNet: EEG-Based Hybrid Attention Transfer Learning Network for Train Driver State Detection. - Shuxiang Lin; Chaojie Fan; Demin Han; Ziyu Jia; Yong Peng 002; Sam Kwong (IEEE Trans. Cybern., 2025)

CodeBrain: Bridging Decoupled Tokenizer and Multi-Scale Architecture for EEG Foundation Model. - Jingying Ma; Feng Wu; Qika Lin; Yucheng Xing; Chenyu Liu; Ziyu Jia; Mengling Feng (CoRR, 2025)

DistillSleepNet: Heterogeneous Multi-Level Knowledge Distillation via Teacher Assistant for Sleep Staging. - Ziyu Jia; Heng Liang; Yucheng Liu; Haichao Wang; Tianzi Jiang (IEEE Trans. Big Data, 2025)

EMER-Ranker: Learning to Rank Emotion Descriptions in the Absence of Ground Truth. - Zheng Lian; Licai Sun; Haoyu Chen 001; Zebang Cheng; Fan Zhang; Ziyu Jia; Ziyang Ma 001; Fei Ma; Xiaojiang Peng; Jianhua Tao 001 (CoRR, 2025)

Multi-view multi-scale adapter squeeze excitation network with domain generalization for cross-subject emotion recognition. - Cheng Cheng; Wenzhe Liu; Ziyu Jia; Weiqi He (Expert Syst. Appl., 2026)