Embedding neurophysiological signals. - Pierre Guetschel; Théodore Papadopoulo; Michael Tangermann (MetroXRAINE, 2022)

Identifying Good Donor Datasets for Transfer Learning Scenarios in Motor Imagery BCI. - Pierre Guetschel; Michael Tangermann (BNAIC/BENELEARN, 2023)

An embedding for EEG signals learned using a triplet loss. - Pierre Guetschel; Théodore Papadopoulo; Michael Tangermann (CoRR, 2023)

Transfer Learning between Motor Imagery Datasets using Deep Learning - Validation of Framework and Comparison of Datasets. - Pierre Guetschel; Michael Tangermann (CoRR, 2023)

S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention. - Pierre Guetschel; Thomas Moreau 001; Michael Tangermann (CoRR, 2024)

Synthesizing EEG Signals from Event-Related Potential Paradigms with Conditional Diffusion Models. - Guido Klein; Pierre Guetschel; Gianluigi Silvestri; Michael Tangermann (CoRR, 2024)

Approximate UMAP allows for high-rate online visualization of high-dimensional data streams. - Peter A. Wassenaar; Pierre Guetschel; Michael Tangermann (CoRR, 2024)

The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark. - Sylvain Chevallier; Igor Carrara; Bruno Aristimunha; Pierre Guetschel; Sara Sedlar; Bruna Lopes; Sébastien Velut; Salim Khazem; Thomas Moreau 001 (CoRR, 2024)

Review of Deep Representation Learning Techniques for Brain-Computer Interfaces and Recommendations. - Pierre Guetschel; Sara Ahmadi; Michael Tangermann (CoRR, 2024)

MNE-BIDS: Organizing electrophysiological data into the BIDS format and facilitating their analysis. - Stefan Appelhoff; Matthew Sanderson; Teon L. Brooks; Marijn van Vliet; Romain Quentin; Chris Holdgraf; Maximilien Chaumon; Ezequiel Mikulan; Kambiz Tavabi; Richard Höchenberger; Dominik Welke; Clemens Brunner 001; et al. (Zenodo, 2024)

MNE-BIDS: Organizing electrophysiological data into the BIDS format and facilitating their analysis. - Stefan Appelhoff; Matthew Sanderson; Teon L. Brooks; Marijn van Vliet; Romain Quentin; Chris Holdgraf; Maximilien Chaumon; Ezequiel Mikulan; Kambiz Tavabi; Richard Höchenberger; Dominik Welke; Clemens Brunner 001; et al. (Zenodo, 2024)

EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding. - Bruno Aristimunha; Dung Truong; Pierre Guetschel; Seyed Yahya Shirazi; Isabelle Guyon; Alexandre R. Franco; Michael P. Milham; Aviv Dotan; Scott Makeig; Alexandre Gramfort; Jean-Remi King; Marie-Constance Corsi; et al. (CoRR, 2025)