Signature Estimation and Signal Recovery Using Median of Means. - Stéphane Chrétien; Rémi Vaucher (GSI (2), 2021)

Leveraging the Power of Signatures for the Construction of Topological Complexes for the Analysis of Multivariate Complex Dynamics. - Stéphane Chrétien; Ben Gao; Astrid Thébault Guiochon; Rémi Vaucher (COMPLEX NETWORKS (1), 2023)

Time topological analysis of EEG using signature theory. - Stéphane Chrétien; Ben Gao; Astrid Thébault Guiochon; Rémi Vaucher (CoRR, 2024)

Detecting malignant dynamics on very few blood sample using signature coefficients. - Rémi Vaucher; Stéphane Chrétien (CoRR, 2025)

Hypergraphs on high dimensional time series sets using signature transform. - Rémi Vaucher; Paul Minchella (CoRR, 2025)

SigBERT: Combining Narrative Medical Reports and Rough Path Signature Theory for Survival Risk Estimation in Oncology. - Paul Minchella; Loïc Verlingue; Stéphane Chrétien; Rémi Vaucher; Guillaume Metzler (CoRR, 2025)