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Can brain waves reveal when you decide to pay attention?

Yuwen Zeng, Dengzhe Hou, Zhang Zhang, Sai Sun, Yongsong Huang, Chia-huei Tseng, Satoshi Shioiri

May 18, 2026

Researchers compared EEG activity when people voluntarily shifted attention versus when they were told to shift it, using a controlled paradigm with identical visual stimuli. Machine learning models reliably distinguished the two states from preparatory brain activity, with frontal regions and higher-frequency signals contributing most. The finding suggests voluntary attention has a distinct neural fingerprint that could eventually personalize brain-computer interfaces.
Published as Subject-Specific Analysis of Self-Initiated Attention Shifts from EEG with Controlled Internal and External Attention Conditions arXiv:2605.18251
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