Etienne Le Naour

13 papers A* 1B 1Journal 9Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Are Time-Indexed Foundation Models the Future of Time Series Imputation?
Trans. Mach. Learn. Res.
Etienne Le Naour, Tahar Nabil, Adrien Petralia, Ghislain Agoua
2026 J jnl
On the Role of Reversible Instance Normalization.
CoRR
Gaspard Berthelier, Tahar Nabil, Etienne Le Naour, Richard Niamke, Samir Perlaza, Giovanni Neglia
2025 J jnl
Are Time-Indexed Foundation Models the Future of Time Series Imputation?
CoRR
Etienne Le Naour, Tahar Nabil, Adrien Petralia, Ghislain Agoua
2025 — conf
MoTM: Towards a Foundation Model for Time Series Imputation Based on Continuous Modeling.
AALTD@ECML/PKDD
Etienne Le Naour, Tahar Nabil, Ghislain Agoua
2025 J jnl
MoTM: Towards a Foundation Model for Time Series Imputation based on Continuous Modeling.
CoRR
Etienne Le Naour, Tahar Nabil, Ghislain Agoua
2024 A* conf
AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields.
NeurIPS
Louis Serrano, Thomas X. Wang, Etienne Le Naour, Jean-Noël Vittaut, Patrick Gallinari
2024 J jnl
AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields.
CoRR
Louis Serrano, Thomas X. Wang, Etienne Le Naour, Jean-Noël Vittaut, Patrick Gallinari
2024 — —
Learning neural representation for time series. (Apprentissage de représentations neuronales pour les séries temporelles).
Etienne Le Naour
2024 J jnl
Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations.
Trans. Mach. Learn. Res.
Etienne Le Naour, Louis Serrano, Léon Migus, Yuan Yin, Ghislain Agoua, Nicolas Baskiotis, Patrick Gallinari, Vincent Guigue
2024 J jnl
WindDragon: Enhancing wind power forecasting with Automated Deep Learning.
CoRR
Julie Keisler, Etienne Le Naour
2023 B conf
Interpretable time series neural representation for classification purposes.
DSAA
Etienne Le Naour, Ghislain Agoua, Nicolas Baskiotis, Vincent Guigue
2023 J jnl
Interpretable time series neural representation for classification purposes.
CoRR
Etienne Le Naour, Ghislain Agoua, Nicolas Baskiotis, Vincent Guigue
2023 J jnl
Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations.
CoRR
Etienne Le Naour, Louis Serrano, Léon Migus, Yuan Yin, Ghislain Agoua, Nicolas Baskiotis, Patrick Gallinari, Vincent Guigue