Jia, Ziyu

19 publications

ICLR 2026 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

ICLR 2026 ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models Chenyu Liu, Yuqiu Deng, Tianyu Liu, Jinan Zhou, Xinliang Zhou, Ziyu Jia, Yi Ding

ICLR 2026 EmoPrefer: Can Large Language Models Understand Human Emotion Preferences? Zheng Lian, Licai Sun, Lan Chen, Haoyu Chen, Zebang Cheng, Fan Zhang, Ziyu Jia, Ziyang Ma, Fei Ma, Xiaojiang Peng, Jianhua Tao

ICLR 2026 Uni-NTFM: A Unified Foundation Model for EEG Signal Representation Learning Zhisheng Chen, Yingwei Zhang, Qizhen Lan, Tianyu Liu, Huacan Wang, Yi Ding, Ziyu Jia, Ronghao Chen, Kun Wang, Xinliang Zhou

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