"Lie-Adaptive Inversion of Signature via Pfeffer-Seigal-Sturmfels Algorithm", R. Vaucher, Geometric Science of Information 2025, link

"Hypergraphs on high dimensional time series sets using signature transform", R. Vaucher, P. Minchella, Geometric Science of Information 2025, link

"SigBERT: Combining Narrative Medical Reports and Rough Path Signature Theory for Survival Risk Estimation in Oncology", P. Minchella, L. Verlingue, S. Chrétien, R. Vaucher, G. Metzler, ECML-PKDD 2025, link

"Leveraging the Power of Signatures for the Construction of Topological Complexes for the Analysis of Multivariate Complex Dynamics", S. Chrétien, B. Gao, A. Thébault Guiochon, R. Vaucher, Complex Networks 2023, link

"Signature Estimation and Signal Recovery Using Median of Means", S. Chrétien, R. Vaucher, Geometric Science of Information 2023, link

"Detecting malignant dynamics on very few blood sample using signature coefficients", R. Vaucher, S. Chrétien, link

"Utilisation de la théorie des signatures dans la construction d'hypergraphes dynamiques pour des signaux multi-dimensionnels",  R. Vaucher, Gretsi 2025, link

"Time topological analysis of EEG using signature theory", S. Chrétien, B. Gao, A. Thebault-Guiochon, R. Vaucher, Journée des Statistiques 2024, link

"Estimating signature coefficients in a given basis using ADMM for sparse third order tensor factorisation", R. Vaucher, S. Chrétien, SMAI Mode 2024, link

"Sampling signature induced causality chain in a set of time series", R. Vaucher, S. Chrétien, Bayes@CIRM 2023, link