Author

Peng-Pai Wang

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Open access Aug 2026

Exploring the differences in neural oscillation mechanisms before and after sleep deprivation

Introduction Sleep deprivation is widespread in modern society and can impair cognitive function and behavioral performance. However, the neural changes associated with individual differences in vulnerability to sleep loss remain unclear, particularly whether temporal fluctuations in neural oscillations provide informa...

Zitong Cui, Tian-Tian Xie, Yue-Ying Zhou et al. · Frontiers in Neuroscience · 0 citations

Review Open access Sep 2026

Cross-variability decoding for motor imagery EEG signals: a comprehensive review

A comprehensive taxonomy of MI EEG cross-variability decoding studies from 2020 to 2025 is presented, systematically organizing advances in deep learning and transfer learning and critically evaluate core algorithmic approaches, including Convolutional Neural Networks, transformers, feature alignment, domain adaptation...

Li-Jun Wang, Yue-Ying Zhou, Peng-Pai Wang et al. · Frontiers in Neuroscience · 0 citations