RipsNet: a general architecture for fast and robust estimation of the persistent homology of point clouds. - Thibault de Surrel; Felix Hensel; Mathieu Carrière; Théo Lacombe; Yuichi Ike; Hiroaki Kurihara; Marc Glisse; Frédéric Chazal (TAG-ML, 2022)

Averaging Trajectories on the Manifold of Symmetric Positive Definite Matrices. - Thibault de Surrel; Florian Yger; Sylvain Chevallier; Fabien Lotte (EUSIPCO, 2024)

Geometry-Aware visualization of high dimensional Symmetric Positive Definite matrices. - Thibault de Surrel; Sylvain Chevallier; Fabien Lotte; Florian Yger (Trans. Mach. Learn. Res., 2025)

Wrapped Gaussian on the manifold of Symmetric Positive Definite Matrices. - Thibault de Surrel; Fabien Lotte; Sylvain Chevallier; Florian Yger (CoRR, 2025)

A probabilistic view on Riemannian machine learning models for SPD matrices. - Thibault de Surrel; Florian Yger; Fabien Lotte; Sylvain Chevallier (CoRR, 2025)