Interpretable time series neural representation for classification purposes. - Etienne Le Naour; Ghislain Agoua; Nicolas Baskiotis; Vincent Guigue (DSAA, 2023)

Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations. - Etienne Le Naour; Louis Serrano; Léon Migus; Yuan Yin; Ghislain Agoua; Nicolas Baskiotis; Patrick Gallinari; Vincent Guigue (Trans. Mach. Learn. Res., 2024)

A synthetic dataset of French electric load curves with temperature conditioning. - Tahar Nabil; Ghislain Agoua; Pierre Cauchois; Anne de Moliner; Benoît Grossin (CoRR, 2025)

MoTM: Towards a Foundation Model for Time Series Imputation based on Continuous Modeling. - Etienne Le Naour; Tahar Nabil; Ghislain Agoua (CoRR, 2025)