CV

Education

• Peking University, Ph.D. Candidate, 2023-present
• Zhejiang University, Bachelor of Engineering, 2019-2023

Research Interests

• Foundation models for physiological signals
• EEG understanding and neural decoding

Publications

• Yiyu Gui, Mingzhi Chen, Guibo Luo* and Yuchao Yang*. SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning. (IJCAI-ECAI 2026).

• Yiyu Gui, Mingzhi Chen and Guibo Luo*. LEGEND: A Language-Aligned EEG Foundation Model with Flow Matching Latent Denoising. (MICCAI 2026 Oral).

• Mingzhi Chen, Yiyu Gui, Guibo Luo* and Yuchao Yang*. SSDDB: A Semantic-Structural Dual-Drive Pretraining Framework for Brain Signals. (ICASSP 2026 Oral).

• Mingzhi Chen, Yiyu Gui, Guibo Luo*. MedTS-TTT: Test-Time Training for Medical Time-Series Classification. (MICCAI 2026).

• Mingzhi Chen, Yiyu Gui, Guibo Luo*, Yuchao Yang*. Metis: A Language-guided Multimodal Foundation Model for Zero-shot and Multi-task Brain Signal Analysis. (Advanced Intelligent Systems).

Awards and Honors

• To be awarded :)