Ziyu Jia

According to our database, Ziyu Jia authored at least 42 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

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

IEEE Trans. Artif. Intell., November, 2024

Dense Graph Convolutional With Joint Cross-Attention Network for Multimodal Emotion Recognition.

Cheng Cheng, Wenzhe Liu, Lin Feng, Ziyu Jia

IEEE Trans. Comput. Soc. Syst., October, 2024

Exploring Structure Incentive Domain Adversarial Learning for Generalizable Sleep Stage Classification.

Shuo Ma, Yingwei Zhang, Yiqiang Chen, Tao Xie, Shuchao Song, Ziyu Jia

ACM Trans. Intell. Syst. Technol., February, 2024

MetaEmotionNet: Spatial-Spectral-Temporal-Based Attention 3-D Dense Network With Meta-Learning for EEG Emotion Recognition.

Xiaojun Ning, Jing Wang, Youfang Lin, Xiyang Cai, Haobin Chen, Haijun Gou, Xiaoli Li, Ziyu Jia

IEEE Trans. Instrum. Meas., 2024

Spectral-Spatial Attention Alignment for Multi-Source Domain Adaptation in EEG-Based Emotion Recognition.

Yi Yang, Ze Wang, Wei Tao, Xucheng Liu, Ziyu Jia, Boyu Wang, Feng Wan

IEEE Trans. Affect. Comput., 2024

Multi-source Selective Graph Domain Adaptation Network for cross-subject EEG emotion recognition.

Jing Wang, Xiaojun Ning, Wei Xu, Yunze Li, Ziyu Jia, Youfang Lin

Neural Networks, 2024

Emotion recognition using hierarchical spatial-temporal learning transformer from regional to global brain.

Cheng Cheng, Wenzhe Liu, Lin Feng, Ziyu Jia

Neural Networks, 2024

A novel transformer autoencoder for multi-modal emotion recognition with incomplete data.

Cheng Cheng, Wenzhe Liu, Zhaoxin Fan, Lin Feng, Ziyu Jia

Neural Networks, 2024

Spatial-Temporal Mamba Network for EEG-based Motor Imagery Classification.

Xiaoxiao Yang, Ziyu Jia

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

A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective.

Chenyu Liu, Xinliang Zhou, Yihao Wu, Yi Ding, Liming Zhai, Kun Wang, Ziyu Jia, Yang Liu

CoRR, 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

CoRR, 2024

SleepMG: Multimodal Generalizable Sleep Staging with Inter-modal Balance of Classification and Domain Discrimination.

Shuo Ma, Yingwei Zhang, Qiqi Zhang, Yiqiang Chen, Haoran Wang, Ziyu Jia

Proceedings of the 32nd ACM International Conference on Multimedia, MM 2024, Melbourne, VIC, Australia, 28 October 2024, 2024

Mutual Distillation Extracting Spatial-temporal Knowledge for Lightweight Multi-channel Sleep Stage Classification.

Ziyu Jia, Haichao Wang, Yucheng Liu, Tianzi Jiang

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 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

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 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

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 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

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

ATTA: Adaptive Test-Time Adaptation for Multi-Modal Sleep Stage Classification.

Ziyu Jia, Xihao Yang, Chenyang Zhou, Haoyang Deng, Tianzi Jiang

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 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

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Interpretable and Robust AI in EEG Systems: A Survey.

Xinliang Zhou, Chenyu Liu, Liming Zhai, Ziyu Jia, Cuntai Guan, Yang Liu

CoRR, 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

A Spatial-Temporal Transformer based on Domain Generalization for Motor Imagery Classification.

Shaozhe Liu, Leike An, Chi Zhang, Ziyu Jia

Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2023

EmotionKD: A Cross-Modal Knowledge Distillation Framework for Emotion Recognition Based on Physiological Signals.

Yucheng Liu, Ziyu Jia, Haichao Wang

Proceedings of the 31st ACM International Conference on Multimedia, 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

Proceedings of the 31st ACM International Conference on Multimedia, 2023

Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG.

Heng Liang, Yucheng Liu, Haichao Wang, Ziyu Jia

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

BSTT: A Bayesian Spatial-Temporal Transformer for Sleep Staging.

Yuchen Liu, Ziyu Jia

Proceedings of the Eleventh International Conference on Learning Representations, 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

Proceedings of the IEEE International Conference on Acoustics, 2023

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

Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

2022

Hybrid spiking neural network for sleep electroencephalogram signals.

Ziyu Jia, Junyu Ji, Xinliang Zhou, Yuhan Zhou

Sci. China Inf. Sci., 2022

Multi-Level Spatial-Temporal Adaptation Network for Motor Imagery Classification.

Wei Xu, Jing Wang, Ziyu Jia, Zhiqing Hong, Yunze Li, Youfang Lin

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.

Ziyu Jia, Youfang Lin, Jing Wang, Xiaojun Ning, Yuanlai He, Ronghao Zhou, Yuhan Zhou, Li-Wei H. Lehman

CoRR, 2021

HetEmotionNet: Two-Stream Heterogeneous Graph Recurrent Neural Network for Multi-modal Emotion Recognition.

Ziyu Jia, Youfang Lin, Jing Wang, Zhiyang Feng, Xiangheng Xie, Caijie Chen

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging.

Ziyu Jia, Youfang Lin, Jing Wang, Xuehui Wang, Peiyi Xie, Yingbin Zhang

Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

Two-Stream Squeeze-and-Excitation Network for Multi-modal Sleep Staging.

Xiyang Cai, Ziyu Jia, Zehui Jiao

Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2021

2020

SleepPrintNet: A Multivariate Multimodal Neural Network Based on Physiological Time-Series for Automatic Sleep Staging.

Ziyu Jia, Xiyang Cai, Gaoxing Zheng, Jing Wang, Youfang Lin

IEEE Trans. Artif. Intell., 2020

Representation based on ordinal patterns for seizure detection in EEG signals.

Yunxiao Liu, Youfang Lin, Ziyu Jia, Yan Ma, Jing Wang

Comput. Biol. Medicine, 2020

MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification.

Ziyu Jia, Youfang Lin, Jing Wang, Kaixin Yang, Tianhang Liu, Xinwang Zhang

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 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

Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification.

Ziyu Jia, Youfang Lin, Jing Wang, Ronghao Zhou, Xiaojun Ning, Yuanlai He, Yaoshuai Zhao

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Learning Space-Time-Frequency Representation with Two-Stream Attention Based 3D Network for Motor Imagery Classification.

Zhenqi Li, Jing Wang, Ziyu Jia, Youfang Lin

Proceedings of the 20th IEEE International Conference on Data Mining, 2020

BrainSleepNet: Learning Multivariate EEG Representation for Automatic Sleep Staging.

Xiyang Cai, Ziyu Jia, Minfang Tang, Gaoxing Zheng

Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2020

2019

Detecting Causality in Multivariate Time Series via Non-Uniform Embedding.

Ziyu Jia, Youfang Lin, Zehui Jiao, Yan Ma, Jing Wang

Entropy, 2019