BrainSleepNet: Learning Multivariate EEG Representation for Automatic Sleep Staging. - Xiyang Cai; Ziyu Jia; Minfang Tang; Gaoxing Zheng (BIBM, 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 060 (ACM Multimedia, 2020)

SleepPrintNet: A Multivariate Multimodal Neural Network Based on Physiological Time-Series for Automatic Sleep Staging. - Ziyu Jia; Xiyang Cai; Gaoxing Zheng; Jing Wang 060; Youfang Lin (IEEE Trans. Artif. Intell., 2020)

Two-Stream Squeeze-and-Excitation Network for Multi-modal Sleep Staging. - Xiyang Cai; Ziyu Jia; Zehui Jiao (BIBM, 2021)

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 060 (ICASSP, 2023)

MetaEmotionNet: Spatial-Spectral-Temporal-Based Attention 3-D Dense Network With Meta-Learning for EEG Emotion Recognition. - Xiaojun Ning 001; Jing Wang 060; Youfang Lin; Xiyang Cai; Haobin Chen; Haijun Gou; Xiaoli Li 001; Ziyu Jia (IEEE Trans. Instrum. Meas., 2024)