| 2025 | ACL | 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, Min Zhang, Zhiguo Zhang |
| 2025 | EMNLP | AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs. | Xiaopeng Ke, Hexuan Deng, Xuebo Liu, Jun Rao, Zhenxi Song, Jun Yu, Min Zhang |
| 2025 | ICASSP | 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, Min Zhang, Zhiguo Zhang |
| 2025 | ICASSP | 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 |
| 2025 | MICCAI | Thread the Needle: Genomics-Guided Prompt-Bridged Attention Model for Survival Prediction of Glioma Based on MRI Images. | Yi Zhong, Xubin Zheng, Xiongri Shen, Jiaqi Wang, Leilei Zhao, Zhenxi Song, Zhiguo Zhang |
| 2024 | ACL | Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder. | Jiaqi Wang, Zhenxi Song, Zhengyu Ma, Xipeng Qiu, Min Zhang, Zhiguo Zhang |
| 2024 | ICASSP | 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, Honghai Liu, Min Zhang, Zhiguo Zhang |
| 2024 | MICCAI | GCAN: Generative Counterfactual Attention-Guided Network for Explainable Cognitive Decline Diagnostics Based on fMRI Functional Connectivity. | Xiongri Shen, Zhenxi Song, Zhiguo Zhang |
| 2023 | ICASSP | Disambiguation of Cognitive Impairment Diagnosis with EEG-Based Dual-Contrastive Learning. | Zhenxi Song, Zian Pei, Huixia Ren, Lin Zhu, Yi Guo, Zhiguo Zhang |