Biomarkers for Alzheimer's Disease Defined by a Novel Brain Functional Network Measure. - Zhenxi Song; Bin Deng 001; Jiang Wang 002; Ruofan Wang (IEEE Trans. Biomed. Eng., 2019)

Supervised Network-Based Fuzzy Learning of EEG Signals for Alzheimer's Disease Identification. - Haitao Yu 001; Xinyu Lei; Zhenxi Song; Chen Liu 003; Jiang Wang 002 (IEEE Trans. Fuzzy Syst., 2020)

Disambiguation of Cognitive Impairment Diagnosis with EEG-Based Dual-Contrastive Learning. - Zhenxi Song; Zian Pei; Huixia Ren; Lin Zhu; Yi Guo 007; Zhiguo Zhang 001 (ICASSP, 2023)

An Enhanced EEG Microstate Recognition Framework Based on Deep Neural Networks: An Application to Parkinson's Disease. - Chunguang Chu; Zhen Zhang 004; Zhenxi Song; Zifan Xu; Jiang Wang 002; Fei Wang 142; Wei Liu; Liying Lu; Chen Liu 003; Xiaodong Zhu; Chris Fietkiewicz; Kenneth A. Loparo (IEEE J. Biomed. Health Informatics, 2023)

Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder. - Jiaqi Wang 003; Zhenxi Song; Zhengyu Ma; Xipeng Qiu; Min Zhang; Zhiguo Zhang (ACL (1), 2024)

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)

GCAN: Generative Counterfactual Attention-Guided Network for Explainable Cognitive Decline Diagnostics Based on fMRI Functional Connectivity. - Xiongri Shen; Zhenxi Song; Zhiguo Zhang 001 (MICCAI (10), 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)

HA-HI: Synergising fMRI and DTI through Hierarchical Alignments and Hierarchical Interactions for Mild Cognitive Impairment Diagnosis. - Xiongri Shen; Zhenxi Song; Linling Li; Min Zhang 005; Lingyan Liang; Honghai Liu 001; Demao Deng; Zhiguo Zhang 001 (CoRR, 2024)

AFBT GAN: enhanced explainability and diagnostic performance for cognitive decline by counterfactual generative adversarial network. - Xiongri Shen; Zhenxi Song; Zhiguo Zhang (CoRR, 2024)

Semantic-Guided Multimodal Sentiment Decoding with Adversarial Temporal-Invariant Learning. - Guoyang Xu; Junqi Xue; Yuxin Liu; Zirui Wang; Min Zhang 005; Zhenxi Song; Zhiguo Zhang 001 (CoRR, 2024)

BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation. - Jilong Li; Zhenxi Song; Jiaqi Wang; Min Zhang; Zhiguo Zhang (CoRR, 2024)

Efficient Speech Command Recognition Leveraging Spiking Neural Network and Curriculum Learning-based Knowledge Distillation. - Jiaqi Wang; Liutao Yu; Liwei Huang; Chenlin Zhou; Han Zhang; Zhenxi Song; Min Zhang; Zhengyu Ma; Zhiguo Zhang (CoRR, 2024)

BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation. - Jilong Li; Zhenxi Song; Jiaqi Wang; Meishan Zhang; Honghai Liu 001; Min Zhang 005; Zhiguo Zhang 001 (ACL (Findings), 2025)

SSVEP-BiMA: Bifocal Masking Attention Leveraging Native and Symmetric-Antisymmetric Components for Robust SSVEP Decoding. - Yuxin Liu; Zhenxi Song; Guoyang Xu; Zirui Wang; Feng Wan; Yong Hu 003; Min Zhang 005; Zhiguo Zhang 001 (ICASSP, 2025)

EEG-ReMinD: Enhancing Neurodegenerative EEG Decoding through Self-Supervised State Reconstruction-Primed Riemannian Dynamics. - Zirui Wang; Zhenxi Song; Yi Guo; Yuxin Liu; Guoyang Xu; Min Zhang; Zhiguo Zhang (ICASSP, 2025)

AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs. - Xiaopeng Ke; Hexuan Deng; Xuebo Liu 002; Jun Rao; Zhenxi Song; Jun Yu; Min Zhang 005 (CoRR, 2025)

S2M-Former: Spiking Symmetric Mixing Branchformer for Brain Auditory Attention Detection. - Jiaqi Wang; Zhengyu Ma; Xiongri Shen; Chenlin Zhou; Leilei Zhao; Han Zhang; Yi Zhong; Siqi Cai; Zhenxi Song; Zhiguo Zhang (CoRR, 2025)