Author

Yuxiang Yan

2 papers indexed here

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Preprint Sep 2026

NeuroDyn-EEG: An Interpretable Pre-trained Model for EEG Based on Neural Dynamics

Clinical scalp electroencephalography (EEG) offers a noninvasive window into neural dynamics of neuropsychiatric disorders. However, discriminative deep models often lack anatomically indexed physiological interpretability. We propose NeuroDyn-EEG, a pretraining framework integrating generative priors from neural dynam...

Yi Cui, Tong Zhao, Jia-Xin Lei et al. · 0 citations

Open access Aug 2026

Beta-band oscillatory signatures differentiate melancholic and anxious subtypes of major depressive disorder

Major Depressive Disorder (MDD) is a prevalent and disabling psychiatric disorder. Its clinical heterogeneity undermines diagnostic precision and treatment effectiveness. While DSM-5 defines melancholic and anxious subtypes based on symptoms, their neurophysiological bases remain unclear. Resting-state electroenc...

Meng-Yuan Cheng, Ziyao Su, Haoran Zhang et al. · BMC Psychiatry · 0 citations