Automatic Sleep Stage Classification on EEG Signals Using Time-Frequency Representation. - Paul Dequidt; Mathieu Seraphim; Alexis Lechervy; Ivan Igor Gaez; Luc Brun; Olivier Etard (AIME, 2023)

Temporal Sequences of EEG Covariance Matrices for Automated Sleep Stage Scoring with Attention Mechanisms. - Mathieu Seraphim; Paul Dequidt; Alexis Lechervy; Florian Yger; Luc Brun; Olivier Etard (CAIP (2), 2023)

Structure-Preserving Transformers for Sequences of SPD Matrices. - Mathieu Seraphim; Alexis Lechervy; Florian Yger; Luc Brun; Olivier Etard (EUSIPCO, 2024)

Annοtatiοn autοmatique du sοmmeil par classifieurs définis sur la variété des matrices SDΡ. (Automatic sleep scoring through classifiers defined on the manifold of SPD matrices). - Mathieu Seraphim (2024)

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks. - Mathieu Seraphim; Alexis Lechervy; Florian Yger; Luc Brun; Olivier Etard (SN Comput. Sci., 2024)