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Bin-Wen Huang

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Open access Sep 2026

Diff-ADN: A diffusion-guided artifact denoising network with deterministic residual refinement for EEG.

OBJECTIVE Physiological artifacts degrade electroencephalographic (EEG) recordings and can affect downstream brain-computer interface (BCI) analysis. This study develops a compact single-channel framework for ocular, muscular, cardiac, and mixed-artifact removal. Approach: The Diffusion-Guided Artifact Denoising Networ...

Mudasir Jamil, Muhammad Zulkifal Aziz, Bin-Wen Huang et al. · 0 citations
Aug 2026

Network Correlates Between Autonomic Dysfunction and Clinical Burden in Parkinson’s Disease

Objective: This study aimed to characterize how autonomic dysfunction relates to clinical phenotypic profiles and whole-brain network organization in Parkinson’s disease (PD). We additionally investigated putative neurobiological pathways that may link autonomic impairment to clinical disease burden, to yield mechanist...

Fei-Fei Lin, Wei-Ting Tang, Kang-Yan Yang et al. · 0 citations
Review Open access Sep 2026

Electroencephalography in Subjective Cognitive Decline and Mild Cognitive Impairment: Systematic Review of Biomarkers, Classification, and Prognostic Evidence

Abstract Background Subjective cognitive decline (SCD) and mild cognitive impairment (MCI) are heterogeneous clinical states that may represent early or at-risk stages of Alzheimer disease (AD) and other dementias in some individuals. Improved characterization and risk stratification in these populations may facilitate...

Si-Fei Lu, Sheng Hu, Jun-Xuan Huang et al. · 0 citations
Open access Sep 2026

SEDAT: a hybrid tokenizer for large EEG models

This study proposes the squeeze-and-excitation (SE)-data-adaptive Gaussian average filtering (DAGAF) adaptive tokenizer (SEDAT), a hybrid framework integrating SE-based spatial aggregation, DAGAF-based signal decomposition, instantaneous-frequency-guided adaptive segmentation, and Fourier-domain resampling into a singl...

Muhammad Zulkifal Aziz, Yue Zhuo, Bin-Wen Huang et al. · 0 citations
Open access Aug 2026

Cognitive impairment and associated factors among community-dwelling older adults with hypertension in tropical China

CI was common among community-dwelling older adults with hypertension in tropical China, and sex differences in the association between marital status and CI highlight the importance of considering social determinants and sex-specific approaches when developing community-based cognitive health strategies for older adul...

Li Peng, Xiuru Wang, Wen-Ting Cao et al. · 0 citations

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