Publications

Weighting-Based Strategies for Classification: Analysis and Local Peak Dynamics with CART Trees (paper)
A. Sakho, E. Malherbe and E. Scornet.

Under Review

OT-FairBoost: Optimal Transport-Guided Gradient Boosting for Fairness Regularization on Tabular Data (paper)
V. Shilova, A. Sakho, Y. Boumoussou, L. Risser, J.M. Loubes and E. Malherbe.

Under Review

WoodTapper: a Python package for explaining decision tree ensembles (paper and repository)
A. Sakho, J.Aouad, E. Malherbe, C-E Gauthier and E. Scornet.

The Journal of Open Source Software

Harnessing Mixed Features for Imbalance Data Oversampling: Application to Bank Customers Scoring. (paper and repository )
A. Sakho, E. Malherbe, C-E Gauthier and E. Scornet.

ECML-PKDD 2025

Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants. (paper)
A. Sakho, E. Malherbe and E. Scornet.

AISTATS 2026