A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series. - Stanislas Chambon; Mathieu Galtier; Pierrick Arnal; Gilles Wainrib; Alexandre Gramfort (CoRR, 2017)

A Deep Learning Architecture to Detect Events in EEG Signals During Sleep. - Stanislas Chambon; Valentin Thorey; Pierrick J. Arnal; Emmanuel Mignot; Alexandre Gramfort (MLSP, 2018)

DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal. - Stanislas Chambon; Valentin Thorey; Pierrick J. Arnal; Emmanuel Mignot; Alexandre Gramfort (CoRR, 2018)

AI vs Humans for the diagnosis of sleep apnea. - Valentin Thorey; Albert Bou Hernandez; Pierrick J. Arnal; Emmanuel H. During (EMBC, 2019)