Conférences et ateliers
Cooperative Games for the Interpretation of Machine Learning Models
CANSSI Québec Postdoc Day, Montréal QC, Canada - September 2025
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Beyond Shapley Values: Cooperative Games for the Interpretation of Machine Learning Models
IJCAI’25 - Workshop on XAI, Montréal QC, Canada - August 2025
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Robustness assessment of black-box models to feature perturbations
Montréal - Guanajuato Workshop on Probability and Machine Learning, Guanajuato, México - February 2025
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Hoeffding’s functional decomposition for dependent inputs
CRM Conference on New Developments in Probability, Montréal QC, Canada - September 2024
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Cooperative game theory and importance quantification
ENBIS Spring Meeting, Dortmund, Germany - May 2024
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Avancées en décomposition de modèles boîtes-noires
SINCLAIR Workshop, Saclay, France - March 2024
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Hoeffding decomposition revisited
SIAM Conference on Uncertainty Quantification, Trieste, Italy - March 2024
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Cooperative game theory and importance quantification
23rd European Young Statisticians Meeting, Ljubljana, Slovenia - September 2023
venue abstract slides video
Proportional marginal effects to quantify feature importance
Forum MobiliT.AI’23, Toulouse, France - May 2023
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Coalitional decomposition of quantities of interest
2023 Annual Meeting of the MASCOT-NUM Research Group, Le Croisic, France - April 2023
venue abstract slides
Robustness assessment of black-box models
SINCLAIR Workshop, Saclay, France - June 2022
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Projection de mesures de probabilité sous contraintes de quantile par distance de Wasserstein et approximation monotone polynomiale
53èmes Journées de Statistiques de la Société Française de Statistique, Lyon, France - June 2022
venue paper slides
Robustness assessment of black-box models using quantile-constrained Wasserstein projections
2022 Annual Meeting of the MASCOT-NUM Research Group, Clermont-Ferrand, France - June 2022
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Shapley effects for reliability-oriented sensitivity analysis with correlated inputs
10th International Conference on Sensitivity Analysis of Model Output, Tallahassee, Florida, USA - March 2022
venue abstract poster
Mesures d’importance relative par décompositions de la performance de modèles de régression
52èmes Journées de Statistiques de la Société Française de Statistique, Nice, France - June 2021
venue paper slides
Invitations en séminaires
Cooperative Games for the Interpretation of Machine Learning Models
Seminar in Statistics, Université de Sherbrooke, Sherbrooke QC, Canada - November 2025
seminar slides
Cooperative Games for the Interpretation of Machine Learning Models
Seminar in Statistics, Dalhousie University, Halifax NS, Canada - November 2025
seminar slides
Cooperative Games for the Interpretation of Machine Learning Models
IRIT UT Capitole Seminar, Toulouse, France - October 2025
seminar slides
Cooperative Games for the Interpretation of Machine Learning Models
Econometrics Seminar, Aix-Marseille School of Economics, Marseille, France - October 2025
seminar slides
Cooperative Games for the Interpretation of Machine Learning Models
Journées PrivSec, Montréal QC, Canada - September 2025
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Interprétabilité des modèles boîtes-noires avec variables dépendantes
STATQAM Seminar, Montréal QC, Canada - October 2024
seminar slides
Sobol’ indices, Shapley effects, and a path towards handling dependent inputs
Sensitivity Analysis Discord Group, Online - September 2024
seminar slides video
Generalized Hoeffding decomposition and the linear nature of non-linearities
CRM-ISM Probability Seminar, Montréal QC, Canada - September 2024
seminar slides
Generalized Hoeffding decomposition and the linear nature of non-linearity
UQSay Seminar #69, Online - February 2024
seminar slides
Interpretability of black-box models
Quantact Seminar, Montréal QC, Canada - February 2024
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Quantification de l’importance relative et jeux coopératifs
Séminaire PSPP (EDF R&D), Chatou, France - February 2021
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Enseignement professionnel et écoles thématiques
Black-box model decomposition with dependent random inputs
École Thématique sur les Incertitudes en Calcul Scientifique, Cap Ferret, France - October 2023
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Robustness assessment of black-box models
École Thématique sur les Incertitudes en Calcul Scientifique, Corsica, France - October 2022
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Solutions à la Shapley pour l’analyse de sensibilité avec entrées dépendantes
Journées thématiques MEXICO, Lyon, France - May 2022
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Cooperative Game Theory and Global Sensitivity Analysis
École Thématique sur les Incertitudes en Calcul Scientifique, Erdeven, France - September 2021
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Présentations à l’industrie
Cooperative Games for the Interpretation of Machine Learning Models
Intact Insurance, Montréal QC, Canada - November 2025
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Cooperative Games for the Interpretation of Machine Learning Models
Séminaire PSPP, EDF R&D, Chatou, France - October 2025
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Robustesse et interprétabilité des modèles boîtes-noires
Nexialog Consulting Webinar, Online - January 2024
website slides video
Interpretability of black-box models
MAIF’s Data Science Fridays, Niort, France - December 2022
seminar slides