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COVER6 min read

COVER: Learning to Accept More in Selective Sleep Staging

Traditional sleep-staging methods apply the same model to every EEG epoch. Such uniform deployment expends computation on epochs that a smaller model could handle reliably, motivating cascades in which a primary classifier accepts its reliable predictions and defers the remainder to a more capable…

By Yukai Song (Department of Electrical and Computer Engineering, University of Pittsburgh), Yangfan Deng (Department of Electrical and Computer Engineering, University of Maryland, College Park), Jijun Yin (Department of Electrical and Computer Engineering, University of Pittsburgh), Zhi-Hong Mao (Department of Electrical and Computer Engineering, University of Pittsburgh), Jingtong Hu (Department of Electrical and Computer Engineering, University of Pittsburgh)arXiv cs.LG

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Originally published by arXiv cs.LG on Oct 6, 2026.

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