Locally Linear Embedding for dimensionality reduction in QSAR. - Pierre-Jean L'Heureux; Julie Carreau; Yoshua Bengio; Olivier Delalleau; Shi Yi Yue (J. Comput. Aided Mol. Des., 2004)

A Hybrid Pareto Model for Conditional Density Estimation of Asymmetric Fat-Tail Data. - Julie Carreau; Yoshua Bengio (AISTATS, 2007)

A Hybrid Pareto Mixture for Conditional Asymmetric Fat-Tailed Distributions. - Julie Carreau; Yoshua Bengio (IEEE Trans. Neural Networks, 2009)

Regional sub-daily stochastic weather generator based on reanalyses for surface water stress estimation in central Tunisia. - Nesrine Farhani; Julie Carreau; Zeineb Kassouk; Bernard Mougenot; Michel Le Page; Zohra Lili-Chabaane; Rim Zitouna-Chebbi; Gilles Boulet (Environ. Model. Softw., 2022)

Analysis of Multispectral Drought Indices in Central Tunisia. - Nesrine Farhani; Julie Carreau; Zeineb Kassouk; Michel Le Page; Zohra Lili-Chabaane; Gilles Boulet (Remote. Sens., 2022)

Interpolation-Free Deep Learning for Meteorological Downscaling on Unaligned Grids Across Multiple Domains with Application to Wind Power. - Jean-Sébastien Giroux; Simon-Philippe Breton; Julie Carreau (CoRR, 2024)

MERCURY: A fast and versatile multi-resolution based global emulator of compound climate hazards. - Shruti Nath; Julie Carreau; Kai Kornhuber; Peter Pfleiderer; Carl-Friedrich Schleussner; Philippe Naveau (CoRR, 2025)