Jean-Michel Loubes
- Institut de Mathématiques de Toulouse UMR5219 (IMT)
- Régulation de l'Intelligence Artificielle (REGALIA)
Domaines de recherche
Compétences
Publications
Publications
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Explainable GNNs for Anomaly Detection and Diagnosis in Multivariate Time SeriesANITI Days 2026, Feb 2026, Toulouse, France. 2026 |
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Evaluating Black-Box Vulnerabilities with Wasserstein-Constrained Data PerturbationsSaTML 2026 - 4th IEEE Conference on Secure and Trustworthy Machine Learning, IEEE, Mar 2026, Munich, Germany |
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Fairness is in the details: Face Dataset AuditingECML PKDD: Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Sep 2025, Porto (Portugal), Portugal. ⟨10.1007/978-3-032-06129-4_18⟩ |
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When majority rules, minority loses: bias amplification of gradient descentConference on Neural Information Processing Systems, Dec 2025, San Diego (CA), United States |
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On the Private Estimation of Smooth Transport MapsICML 2025 - 42nd International Conference on Machine Learning, Jul 2025, Vancouver (BC), Canada. 30 p |
When Mitigating Bias is Unfair: Multiplicity and Arbitrariness in Algorithmic Group Fairness2025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML), Apr 2025, Copenhagen, Denmark. pp.735-752, ⟨10.1109/SaTML64287.2025.00046⟩ |
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Detecting Anomalies Using Graph Neural Networks: A ReviewRJCIA 2025 - 23es Rencontres des Jeunes Chercheurs en Intelligence Artificielle, Plate-Forme Intelligence Artificielle, Jun 2025, Dijon, France |
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Projection de mesures de probabilité sous contraintes de quantile par distance de Wasserstein et approximation monotone polynomiale53èmes Journées de Statistique de la Société Française de Statistique (SFdS), Jun 2022, Lyon, France |
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Leveraging Influence Functions for Dataset Exploration and Cleaning11th European Congress Embedded Real Time Systems (ERTS 2022), Jun 2022, Toulouse, France. pp.1-8 |
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Gaussian Processes on Distributions based on Regularized Optimal Transport26th International Conference on Artificial Intelligence and Statistics (AISTATS 2023), Apr 2023, Valencia, Spain. ⟨10.48550/arXiv.2210.06574⟩ |
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Achieving robustness in classification using optimal transport with hinge regularizationConference on Computer Vision and Pattern Recognition, Jun 2021, Virtuel, Canada. ⟨10.1109/CVPR46437.2021.00057⟩ |
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Obtaining fairness using optimal transport theoryInternational Conference on Machine Learning, Jun 2019, Los Angeles, United States |
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Learning a Gaussian Process Model on the Riemannian Manifold of Non-decreasing Distribution Functions16th Pacific Rim International Conference on Artificial Intelligence, Aug 2019, Cuvu, Fiji. ⟨10.1007/978-3-030-29911-8_9⟩ |
Gaussian process regression model for distribution inputsFirst UQSay seminar on UQ, DACE and related topics (UQSay #01), Mar 2019, Gif-sur-Yvette, France |
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Barycenter in Wasserstein space existence and consistencyGSI2015 2nd conference on Geometric Science of Information, Oct 2015, Palaiseau, France. pp.104-108, ⟨10.1007/978-3-319-25040-3_12⟩ |
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Efficacité semi paramétrique pour la méthode des moments généralisée42èmes Journées de Statistique, 2010, Marseille, France, France |
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Blind forecasting for Gaussian time-series42èmes Journées de Statistique, 2010, Marseille, France, France |
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Semiparametric estimation of rigid transformations on compact Lie groups2nd MICCAI Workshop on Mathematical Foundations of Computational Anatomy, Oct 2008, New-York, United States. pp.92-104 |
Conditional Anomaly Detection for Quality and Productivity Improvement of Electronics Manufacturing SystemsMachine Learning, Optimization, and Data Science. LOD 2019, LNCS 11943, pp.711-724, 2019, Lecture Notes in Computer Science, ⟨10.1007/978-3-030-37599-7_59⟩ |
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Apprentissage sur Données Massives; trois cas d'usage avec R, Python et Spark.Myriam MAUMY-BERTRAND, Gilbert SAPORTA,Christine THOMAS-AGNAN. Apprentissage Statistique et Données Massives, Technip, 2017, Journées d'Etudes en Statistisque |
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Encadrement des risques techniques et juridiques des activités de police prédictive[Rapport de recherche] Centre des Hautes Etudes du Ministère de l'Intérieur. 2019 |
Report on CIMI Thematic Trimester: Machine Learning[Rapport de recherche] IRIT : Institut de Recherche en Informatique de Toulouse. 2016 |
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A robust algorithm for template curve estimation based on manifold embedding2013 |
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Gaussian stationary processes over graphs, general frame and maximum likelihood identification2012 |
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Unbiased risk estimation method for covariance estimation2011 |
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Distribution's template estimate with Wasserstein metrics2011 |
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Statistical Properties of the Quantile Normalization Method for Density Curve Alignment2011 |