BNMTrans: A Brain Network Sequence-Driven Manifold-Based Transformer for Cognitive Impairment Detection Using EEG. - Ruihan Qin; Zhenxi Song; Huixia Ren; Zian Pei; Lin Zhu; Xue Shi; Yi Guo 007; Honghai Liu 001; Min Zhang 005; Zhiguo Zhang 001 (ICASSP, 2024)

Fusing Multi-Level Features from Audio and Contextual Sentence Embedding from Text for Interview-Based Depression Detection. - Junqi Xue; Ruihan Qin; Xinxu Zhou; Honghai Liu 001; Min Zhang 005; Zhiguo Zhang 001 (ICASSP, 2024)

EEG-MACS: Manifold Attention and Confidence Stratification for EEG-based Cross-Center Brain Disease Diagnosis under Unreliable Annotations. - Zhenxi Song; Ruihan Qin; Huixia Ren; Zhen Liang; Yi Guo 007; Min Zhang 005; Zhiguo Zhang 001 (ACM Multimedia, 2024)