Author

Jean-Michel Loubes

University of Toulouse 3, Artificial and Natural Intelligence Toulouse Institute (ANITI)

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#machine learning Preprint Sep 2026

Minimax Additive Regression under Unknown Dependent Designs

We study additive regression under an unknown and potentially non product design distribution, allowing the number of covariates to grow with the sample size. We consider a coupled class that separately controls the smoothness of the marginal densities and of each additive component multiplied by the corresponding marg...

Baptiste Ferrere, Fabrice Gamboa, Jean-Michel Loubes · 0 citations

#artificial intelligence Preprint Aug 2026

An Explainable GNN Framework for Component-Level Anomaly Diagnosis

An explainable GNN-based anomaly detection framework is proposed that shifts the perspective from sensor-level anomalies to component-level diagnosis, hypothesizing that anomalous measurements are symptoms of altered inter-sensor influences.

Sena Ozgunay, Louise Travé-Massuyès, Jean-Michel Loubes et al. · 0 citations