Geospatial Disparities: A Case Study on Real Estate Prices in Paris. - Agathe Fernandes Machado; François Hu; Philipp Ratz; Ewen Gallic; Arthur Charpentier (CoRR, 2024)

From Uncertainty to Precision: Enhancing Binary Classifier Performance through Calibration. - Agathe Fernandes Machado; Arthur Charpentier; Emmanuel Flachaire; Ewen Gallic; François Hu (CoRR, 2024)

Probabilistic Scores of Classifiers, Calibration is not Enough. - Agathe Fernandes Machado; Arthur Charpentier; Emmanuel Flachaire; Ewen Gallic; François Hu (CoRR, 2024)

Sequential Conditional Transport on Probabilistic Graphs for Interpretable Counterfactual Fairness. - Agathe Fernandes Machado; Arthur Charpentier; Ewen Gallic (AAAI, 2025)

Optimal Transport on Categorical Data for Counterfactuals using Compositional Data and Dirichlet Transport. - Agathe Fernandes Machado; Arthur Charpentier; Ewen Gallic (CoRR, 2025)

EquiPy: Sequential Fairness using Optimal Transport in Python. - Agathe Fernandes Machado; Suzie Grondin; Philipp Ratz; Arthur Charpentier; François Hu (CoRR, 2025)

Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals. - Marouane Il Idrissi; Agathe Fernandes Machado; Ewen Gallic; Arthur Charpentier (CoRR, 2025)

Beyond Shapley Values: Cooperative Games for the Interpretation of Machine Learning Models. - Marouane Il Idrissi; Agathe Fernandes Machado; Arthur Charpentier (CoRR, 2025)