EN
Etienne Le Naour
cs.LGcs.AIeess.SPphysics.ao-phstat.ML
On Valency
published · living versionsW_2tnq93mp·v1 · currentpublished
LoaDiff: Conditional Generation of Electricity Consumption Time Series for Energy Analytics
with Mariia Baranova, Adrien Petralia, Nathan Etourneau, Guillaume Hofmann +1
1 version
Preprints & journals
10 papers in the corpus · 2023–2026Beyond Pointwise Error: A Multi-Metric Evaluation of Spatial Climate Downscaling2610.01579v1 · Loys Masquelier, Etienne Le Naour2026 · 0 citationsarXiv
LoaDiff: Conditional Generation of Electricity Consumption Time Series for Energy Analytics2609.11639v1 · Mariia Baranova, Adrien Petralia, Etienne Le Naour et al.2026 · 0 citationsarXivon Valency
TS-ICL: A Flexible Time-Indexed Foundation Model for Time Series via In-Context Learning2606.05878v2 · Etienne Le Naour, Tahar Nabil, Adrien Petralia2026 · 0 citationsarXiv
Investigating simple target-covariate relationships for Chronos-2 and TabPFN-TS2605.12200v1 · Gaspard Berthelier, Mariia Baranova, Andrei-Tiberiu Pantea et al.2026 · 0 citationsarXiv
On the Role of Reversible Instance Normalization2603.11869v1 · Gaspard Berthelier, Tahar Nabil, Etienne Le Naour et al.2026 · 0 citationsarXiv
MoTM: Towards a Foundation Model for Time Series Imputation based on Continuous Modeling2507.13207v3 · Etienne Le Naour, Tahar Nabil, Ghislain Agoua2025 · 0 citationsarXiv
AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields2406.02176v3 · Louis Serrano, Thomas X Wang, Etienne Le Naour et al.2024 · 3 citationsConference on Neural Information Processing Systems (NeurIPS) 2024
WindDragon: Enhancing wind power forecasting with Automated Deep Learning2402.14385v1 · Julie Keisler (EDF R&D OSIRIS, EDF R&D), Etienne Le Naour (ISIR)2024 · 0 citationsarXiv
Interpretable time series neural representation for classification purposes2310.16696v1 · Etienne Le Naour, Ghislain Agoua, Nicolas Baskiotis et al.2023 · 1 citationarXiv
Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations2306.05880v5 · Etienne Le Naour, Louis Serrano, L'eon Migus et al.2023 · 2 citationsarXiv
Career total: 14 works. 10 are in this corpus.
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