q-bio.NC · 2026-06-13 · No. 22

Neurons and Cognition, 2026-06-13.

1 new papers in q-bio.NC. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Deep Sleep Classification via EEG Signal Criticality: A Passive BCI Approach for Sleep-Improvement Neurofeedback

    Stanisław Narębski, Tomasz Komendziński, Tomasz M. Rutkowski

    q-bio.NC · cs.LG

    Automated sleep staging is a fundamental application of passive Brain-Computer Interfaces (pBCI), decoding spontaneous neural states to enable closed-loop interventions independent of user intent. This study evaluates criticality features derived from Detrended Fluctuation Analysis (DFA) for the specific identification of deep sleep (N3). We analyzed $347,232$ EEG epochs from $290$ older women using UMAP manifold learning to visualize state...

    arxiv.org/abs/2606.13017 · PDF

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