| 2026 | ESANN | Non-Linear Activation Functions for Deep Riemannian Neural Networks. | Lucas Heck Dos Santos, Joo Guilherme Prado Barbon, Sylvain Chevallier, Denis G. Fantinato |
| 2025 | ESANN | Growth strategies for arbitrary DAG neural architectures. | Stella Douka, Manon Verbockhaven, Tho Rudkiewicz, Stphane Rivaud, Franois P. Landes, Sylvain Chevallier, Guillaume Charpiat |
| 2025 | ICML | Wrapped Gaussian on the manifold of Symmetric Positive Definite Matrices. | Thibault de Surrel, Fabien Lotte, Sylvain Chevallier, Florian Yger |
| 2024 | ESANN | Deep Riemannian Neural Architectures for Domain Adaptation in Burst cVEP-based Brain Computer Interface. | Sbastien Velut, Sylvain Chevallier, Marie-Constance Corsi, Frdric Dehais |
| 2021 | ICASSP | Riemannian Geometry on Connectivity for Clinical BCI. | Marie-Constance Corsi, Florian Yger, Sylvain Chevallier, Camille Nos |
| 2021 | ICASSP | Subspace Oddity - Optimization on Product of Stiefel Manifolds for EEG Data. | Maria Sayu Yamamoto, Florian Yger, Sylvain Chevallier |
| 2020 | ACML | Geodesically-convex optimization for averaging partially observed covariance matrices. | Florian Yger, Sylvain Chevallier, Quentin Barthlemy, Suvrit Sra |
| 2020 | ICASSP | Semi-Supervised Optimal Transport Methods for Detecting Anomalies. | Amina Alaoui-Belghiti, Sylvain Chevallier, ric Monacelli, Guillaume Bao, Eric Azabou |
| 2019 | ICANN | Unsupervised Anomaly Detection Using Optimal Transport for Predictive Maintenance. | Amina Alaoui-Belghiti, Sylvain Chevallier, ric Monacelli |
| 2018 | ICANN | Brain-Machine Interface for Mechanical Ventilation Using Respiratory-Related Evoked Potential. | Sylvain Chevallier, Guillaume Bao, Mayssa Hammami, Fabienne Marlats, Louis Mayaud, Djillali Annane, Frdric Lofaso, Eric Azabou |
| 2014 | ICASSP | Subspace metrics for multivariate dictionaries and application to EEG. | Sylvain Chevallier, Quentin Barthlemy, Jamal Atif |
| 2012 | ESANN | Fast calibration of hand movements-based interface for arm exoskeleton control. | Hugo Martin, Sylvain Chevallier, ric Monacelli |
| 2012 | ESANN | Automatic selection of the number of spatial filters for motor-imagery BCI. | Yuan Yang, Sylvain Chevallier, Joe Wiart, Isabelle Bloch |
| 2011 | ESANN | An Introduction to Deep Learning. | Ludovic Arnold, Sbastien Rebecchi, Sylvain Chevallier, Hlne Paugam-Moisy |
| 2010 | ICCVG | Efficient Neural Models for Visual Attention. | Sylvain Chevallier, Nicolas Cuperlier, Philippe Gaussier |
| 2009 | IJCCI | Difference of Gaussians Type Neural Image Filtering with Spiking Neurons. | Sylvain Chevallier, Sonia Dahdouh |
| 2008 | ESANN | Visual focus with spiking neurons. | Sylvain Chevallier, Philippe Tarroux |
| 2008 | ICVS | Covert Attention with a Spiking Neural Network. | Sylvain Chevallier, Philippe Tarroux |
| 2006 | ESANN | Saliency extraction with a distributed spiking neural network. | Sylvain Chevallier, Philippe Tarroux, Hlne Paugam-Moisy |