Jia, Ziyu

15 publications

IJCAI 2025 A Cross-Modal Densely Guided Knowledge Distillation Based on Modality Rebalancing Strategy for Enhanced Unimodal Emotion Recognition Shuang Wu, Heng Liang, Yong Zhang, Yanlin Chen, Ziyu Jia

NeurIPS 2025 A Multimodal BiMamba Network with Test-Time Adaptation for Emotion Recognition Based on Physiological Signals Ziyu Jia, Tingyu Du, Zhengyu Tian, Hongkai Li, Yong Zhang, Chenyu Liu

NeurIPS 2025 REFED: A Subject Real-Time Dynamic Labeled EEG-fNIRS Synchronized Recorded Emotion Dataset Xiaojun Ning, Jing Wang, Zhiyang Feng, Tianzuo Xin, Shuo Zhang, Shaoqi Zhang, Zheng Lian, Yi Ding, Youfang Lin, Ziyu Jia

IJCAI 2025 ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging Jingying Ma, Qika Lin, Ziyu Jia, Mengling Feng

ICLR 2025 SleepSMC: Ubiquitous Sleep Staging via Supervised Multimodal Coordination Shuo Ma, Yingwei Zhang, Yiqiang Chen, Hualei Wang, Yuan Jin, Wei Zhang, Ziyu Jia

IJCAI 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 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

ICLR 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

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

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

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

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

IJCAI 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

ECML-PKDD 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