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2020 – today
- 2025
[j14]Shuo Ma
, Yingwei Zhang, Yunqi Liu, Yiqiang Chen, Weiwen Yang, Jianrong Yang, Mingming Zhao, Ziyu Jia:
CCAM: Cross-Channel Association Mining for Ubiquitous Sleep Staging. IEEE Internet Things J. 12(3): 2713-2724 (2025)- 2024
- [j13]Cheng Cheng, Wenzhe Liu, Zhaoxin Fan, Lin Feng, Ziyu Jia:
A novel transformer autoencoder for multi-modal emotion recognition with incomplete data. Neural Networks 172: 106111 (2024) - [j12]Cheng Cheng, Wenzhe Liu, Lin Feng, Ziyu Jia:
Emotion recognition using hierarchical spatial-temporal learning transformer from regional to global brain. Neural Networks 179: 106624 (2024) - [j11]Jing Wang, Xiaojun Ning, Wei Xu, Yunze Li, Ziyu Jia, Youfang Lin:
Multi-source Selective Graph Domain Adaptation Network for cross-subject EEG emotion recognition. Neural Networks 180: 106742 (2024) - [j10]Yi Yang, Ze Wang, Wei Tao, Xucheng Liu, Ziyu Jia, Boyu Wang, Feng Wan:
Spectral-Spatial Attention Alignment for Multi-Source Domain Adaptation in EEG-Based Emotion Recognition. IEEE Trans. Affect. Comput. 15(4): 2012-2024 (2024) - [j9]Xinliang Zhou, Chenyu Liu, Ruizhi Yang, Liangwei Zhang, Liming Zhai, Ziyu Jia, Yang Liu:
Learning Robust Global-Local Representation From EEG for Neural Epilepsy Detection. IEEE Trans. Artif. Intell. 5(11): 5720-5732 (2024) - [j8]Cheng Cheng, Wenzhe Liu, Lin Feng, Ziyu Jia:
Dense Graph Convolutional With Joint Cross-Attention Network for Multimodal Emotion Recognition. IEEE Trans. Comput. Soc. Syst. 11(5): 6672-6683 (2024) - [j7]Xiaojun Ning, Jing Wang, Youfang Lin, Xiyang Cai, Haobin Chen, Haijun Gou, Xiaoli Li, Ziyu Jia:
MetaEmotionNet: Spatial-Spectral-Temporal-Based Attention 3-D Dense Network With Meta-Learning for EEG Emotion Recognition. IEEE Trans. Instrum. Meas. 73: 1-13 (2024) - [j6]Shuo Ma, Yingwei Zhang, Yiqiang Chen, Tao Xie, Shuchao Song, Ziyu Jia:
Exploring Structure Incentive Domain Adversarial Learning for Generalizable Sleep Stage Classification. ACM Trans. Intell. Syst. Technol. 15(1): 14:1-14:30 (2024) - [c26]Zongting Xie, Heng Liang, Ziyu Jia:
A Multimodal Knowledge Distillation Framework for Sleep Physiological Data. ADMA (4) 2024: 256-265 - [c25]Xiaoxiao Yang, Ziyu Jia:
Spatial-Temporal Mamba Network for EEG-Based Motor Imagery Classification. ADMA (3) 2024: 418-432 - [c24]Zhenghao Zhou, Yisu Wang, Fengming Zhao, Ziyu Jia:
Wavelet Multi-level Multi-scale Neural Network for EEG Classification. BIBM 2024: 4104-4107 - [c23]Chenyu Liu, Xinliang Zhou, Zhengri Zhu, Liming Zhai, Ziyu Jia, Yang Liu:
VBH-GNN: Variational Bayesian Heterogeneous Graph Neural Networks for Cross-subject Emotion Recognition. ICLR 2024 - [c22]Ziyu Jia, Fengming Zhao, Yuzhe Guo, Hairong Chen, Tianzi Jiang:
Multi-level Disentangling Network for Cross-Subject Emotion Recognition Based on Multimodal Physiological Signals. IJCAI 2024: 3069-3077 - [c21]Chenyu Liu, Xinliang Zhou, Jiaping Xiao, Zhengri Zhu, Liming Zhai, Ziyu Jia, Yang Liu:
VSGT: Variational Spatial and Gaussian Temporal Graph Models for EEG-based Emotion Recognition. IJCAI 2024: 3078-3086 - [c20]Ziyu Zhou, Gengyu Lyu, Yiming Huang, Zihao Wang, Ziyu Jia, Zhen Yang:
SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting. IJCAI 2024: 5689-5697 - [c19]Ziyu Jia, Xihao Yang, Chenyang Zhou, Haoyang Deng, Tianzi Jiang:
ATTA: Adaptive Test-Time Adaptation for Multi-Modal Sleep Stage Classification. IJCAI 2024: 5882-5890 - [c18]Ziyu Jia, Haichao Wang, Yucheng Liu, Tianzi Jiang:
Mutual Distillation Extracting Spatial-temporal Knowledge for Lightweight Multi-channel Sleep Stage Classification. KDD 2024: 1279-1289 - [c17]Shuo Ma, Yingwei Zhang, Qiqi Zhang, Yiqiang Chen, Haoran Wang, Ziyu Jia:
SleepMG: Multimodal Generalizable Sleep Staging with Inter-modal Balance of Classification and Domain Discrimination. ACM Multimedia 2024: 4004-4013 - [i10]Chenyu Liu, Xinliang Zhou, Yihao Wu, Ruizhi Yang, Liming Zhai, Ziyu Jia, Yang Liu:
Graph Neural Networks in EEG-based Emotion Recognition: A Survey. CoRR abs/2402.01138 (2024) - [i9]Chenyu Liu, Xinliang Zhou, Yihao Wu, Yi Ding, Liming Zhai, Kun Wang, Ziyu Jia, Yang Liu:
A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective. CoRR abs/2408.06027 (2024) - [i8]Jingying Ma, Qika Lin, Ziyu Jia, Mengling Feng:
ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging. CoRR abs/2408.11884 (2024) - [i7]Xiaoxiao Yang, Ziyu Jia:
Spatial-Temporal Mamba Network for EEG-based Motor Imagery Classification. CoRR abs/2409.09627 (2024) - [i6]Xinliang Zhou, Yuzhe Han, Zhisheng Chen, Chenyu Liu, Yi Ding, Ziyu Jia, Yang Liu:
BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging. CoRR abs/2411.01589 (2024) - 2023
- [j5]Hongli Li, Hongyu Chen, Ziyu Jia, Ronghua Zhang, Feichao Yin:
A parallel multi-scale time-frequency block convolutional neural network based on channel attention module for motor imagery classification. Biomed. Signal Process. Control. 79(Part): 104066 (2023) - [c16]Xinliang Zhou, Dan Lin, Ziyu Jia, Jiaping Xiao, Chenyu Liu, Liming Zhai, Yang Liu:
An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance. EMBC 2023: 1-5 - [c15]Ziyu Jia, Youfang Lin, Yuhan Zhou, Xiyang Cai, Peng Zheng, Qiang Li, Jing Wang:
Exploiting Interactivity and Heterogeneity for Sleep Stage Classification Via Heterogeneous Graph Neural Network. ICASSP 2023: 1-5 - [c14]Yuchen Liu, Ziyu Jia:
BSTT: A Bayesian Spatial-Temporal Transformer for Sleep Staging. ICLR 2023 - [c13]Heng Liang, Yucheng Liu, Haichao Wang, Ziyu Jia:
Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG. IJCAI 2023: 3948-3956 - [c12]Peiliang Gong, Ziyu Jia, Pengpai Wang, Yueying Zhou, Daoqiang Zhang:
ASTDF-Net: Attention-Based Spatial-Temporal Dual-Stream Fusion Network for EEG-Based Emotion Recognition. ACM Multimedia 2023: 883-892 - [c11]Yucheng Liu, Ziyu Jia, Haichao Wang:
EmotionKD: A Cross-Modal Knowledge Distillation Framework for Emotion Recognition Based on Physiological Signals. ACM Multimedia 2023: 6122-6131 - [c10]Shaozhe Liu, Leike An, Chi Zhang, Ziyu Jia:
A Spatial-Temporal Transformer based on Domain Generalization for Motor Imagery Classification. SMC 2023: 3789-3794 - [i5]Xinliang Zhou, Chenyu Liu, Liming Zhai, Ziyu Jia, Cuntai Guan, Yang Liu:
Interpretable and Robust AI in EEG Systems: A Survey. CoRR abs/2304.10755 (2023) - [i4]Xinliang Zhou, Dan Lin, Ziyu Jia, Jiaping Xiao, Chenyu Liu, Liming Zhai, Yang Liu:
An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance. CoRR abs/2304.14920 (2023) - 2022
- [j4]Ziyu Jia, Junyu Ji, Xinliang Zhou, Yuhan Zhou:
Hybrid spiking neural network for sleep electroencephalogram signals. Sci. China Inf. Sci. 65(4) (2022) - [c9]Wei Xu, Jing Wang, Ziyu Jia, Zhiqing Hong, Yunze Li, Youfang Lin:
Multi-Level Spatial-Temporal Adaptation Network for Motor Imagery Classification. ICASSP 2022: 1251-1255 - 2021
- [c8]Xiyang Cai, Ziyu Jia, Zehui Jiao:
Two-Stream Squeeze-and-Excitation Network for Multi-modal Sleep Staging. BIBM 2021: 1262-1265 - [c7]Ziyu Jia, Youfang Lin, Jing Wang, Xuehui Wang, Peiyi Xie, Yingbin Zhang:
SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging. IJCAI 2021: 2614-2620 - [c6]Ziyu Jia, Youfang Lin, Jing Wang, Zhiyang Feng, Xiangheng Xie, Caijie Chen:
HetEmotionNet: Two-Stream Heterogeneous Graph Recurrent Neural Network for Multi-modal Emotion Recognition. ACM Multimedia 2021: 1047-1056 - [i3]Ziyu Jia, Youfang Lin, Jing Wang, Xuehui Wang, Peiyi Xie, Yingbin Zhang:
SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging. CoRR abs/2105.13864 (2021) - [i2]Ziyu Jia, Youfang Lin, Jing Wang, Zhiyang Feng, Xiangheng Xie, Caijie Chen:
HetEmotionNet: Two-Stream Heterogeneous Graph Recurrent Neural Network for Multi-modal Emotion Recognition. CoRR abs/2108.03354 (2021) - [i1]Ziyu Jia, Youfang Lin, Jing Wang, Xiaojun Ning, Yuanlai He, Ronghao Zhou, Yuhan Zhou, Li-Wei H. Lehman:
Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification. CoRR abs/2109.01824 (2021) - 2020
- [j3]Yunxiao Liu, Youfang Lin, Ziyu Jia, Yan Ma, Jing Wang:
Representation based on ordinal patterns for seizure detection in EEG signals. Comput. Biol. Medicine 126: 104033 (2020) - [j2]Ziyu Jia, Xiyang Cai, Gaoxing Zheng, Jing Wang, Youfang Lin:
SleepPrintNet: A Multivariate Multimodal Neural Network Based on Physiological Time-Series for Automatic Sleep Staging. IEEE Trans. Artif. Intell. 1(3): 248-257 (2020) - [c5]Xiyang Cai, Ziyu Jia, Minfang Tang, Gaoxing Zheng:
BrainSleepNet: Learning Multivariate EEG Representation for Automatic Sleep Staging. BIBM 2020: 976-979 - [c4]Zhenqi Li, Jing Wang, Ziyu Jia, Youfang Lin:
Learning Space-Time-Frequency Representation with Two-Stream Attention Based 3D Network for Motor Imagery Classification. ICDM 2020: 1124-1129 - [c3]Ziyu Jia, Youfang Lin, Jing Wang, Ronghao Zhou, Xiaojun Ning, Yuanlai He, Yaoshuai Zhao:
GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification. IJCAI 2020: 1324-1330 - [c2]Ziyu Jia, Youfang Lin, Xiyang Cai, Haobin Chen, Haijun Gou, Jing Wang:
SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition. ACM Multimedia 2020: 2909-2917 - [c1]Ziyu Jia, Youfang Lin, Jing Wang, Kaixin Yang, Tianhang Liu, Xinwang Zhang:
MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification. ECML/PKDD (3) 2020: 736-751
2010 – 2019
- 2019
- [j1]Ziyu Jia, Youfang Lin, Zehui Jiao, Yan Ma, Jing Wang:
Detecting Causality in Multivariate Time Series via Non-Uniform Embedding. Entropy 21(12): 1233 (2019)
Coauthor Index
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