| 2026 | AAAI | DarkFarseer: Robust Spatio-Temporal Kriging Under Graph Sparsity and Noise. | Zhuoxuan Liang, Wei Li, Dalin Zhang, Ziyu Jia, Yidan Chen, Zhihong Wang, Xiangping Zheng, Moustafa Youssef |
| 2026 | PAKDD | Graph Neural Networks in EEG-Based Emotion Recognition: A Survey. | Chenyu Liu, Yuqiu Deng, Yihao Wu, Ruizhi Yang, Zhongruo Wang, Liangwei Zhang, Siyun Chen, Tianyi Zhang, Yang Liu, Yi Ding, Liming Zhai, Ziyu Jia, Xinliang Zhou |
| 2025 | ICASSP | A Domain Adversarial Learning Framework for Major Depression Disorder Diagnosis. | Shaozhe Liu, Leike An, Ziyu Jia |
| 2025 | ICLR | SleepSMC: Ubiquitous Sleep Staging via Supervised Multimodal Coordination. | Shuo Ma, Yingwei Zhang, Yiqiang Chen, Hualei Wang, Yuan Jin, Wei Zhang, Ziyu Jia |
| 2025 | IJCAI | ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging. | Jingying Ma, Qika Lin, Ziyu Jia, Mengling Feng |
| 2025 | IJCAI | 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 |
| 2024 | ADMA | A Multimodal Knowledge Distillation Framework for Sleep Physiological Data. | Zongting Xie, Heng Liang, Ziyu Jia |
| 2024 | ADMA | Spatial-Temporal Mamba Network for EEG-Based Motor Imagery Classification. | Xiaoxiao Yang, Ziyu Jia |
| 2024 | ICLR | 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 |
| 2024 | IJCAI | ATTA: Adaptive Test-Time Adaptation for Multi-Modal Sleep Stage Classification. | Ziyu Jia, Xihao Yang, Chenyang Zhou, Haoyang Deng, Tianzi Jiang |
| 2024 | IJCAI | Multi-level Disentangling Network for Cross-Subject Emotion Recognition Based on Multimodal Physiological Signals. | Ziyu Jia, Fengming Zhao, Yuzhe Guo, Hairong Chen, Tianzi Jiang |
| 2024 | IJCAI | 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 |
| 2024 | IJCAI | 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 |
| 2024 | KDD | Mutual Distillation Extracting Spatial-temporal Knowledge for Lightweight Multi-channel Sleep Stage Classification. | Ziyu Jia, Haichao Wang, Yucheng Liu, Tianzi Jiang |
| 2023 | ICASSP | 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 |
| 2023 | ICLR | BSTT: A Bayesian Spatial-Temporal Transformer for Sleep Staging. | Yuchen Liu, Ziyu Jia |
| 2023 | IJCAI | Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG. | Heng Liang, Yucheng Liu, Haichao Wang, Ziyu Jia |
| 2023 | SMC | A Spatial-Temporal Transformer based on Domain Generalization for Motor Imagery Classification. | Shaozhe Liu, Leike An, Chi Zhang, Ziyu Jia |
| 2022 | ICASSP | Multi-Level Spatial-Temporal Adaptation Network for Motor Imagery Classification. | Wei Xu, Jing Wang, Ziyu Jia, Zhiqing Hong, Yunze Li, Youfang Lin |
| 2021 | IJCAI | SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging. | Ziyu Jia, Youfang Lin, Jing Wang, Xuehui Wang, Peiyi Xie, Yingbin Zhang |
| 2020 | ICDM | Learning Space-Time-Frequency Representation with Two-Stream Attention Based 3D Network for Motor Imagery Classification. | Zhenqi Li, Jing Wang, Ziyu Jia, Youfang Lin |
| 2020 | IJCAI | 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 |