Denis, Christophe

8 publications

MLJ 2024 Active Learning Algorithm Through the Lens of Rejection Arguments Christophe Denis, Mohamed Hebiri, Boris Ndjia Njike, Xavier Siebert

JMLR 2024 Fairness Guarantees in Multi-Class Classification with Demographic Parity Christophe Denis, Romuald Elie, Mohamed Hebiri, François Hu

UAI 2022 Multiclass Classification for Hawkes Processes Christophe Denis, Charlotte Dion-Blanc, Laure Sansonnet

NeurIPS 2020 Fair Regression via Plug-in Estimator and Recalibration with Statistical Guarantees Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Luca Oneto, Massimiliano Pontil

NeurIPS 2020 Fair Regression with Wasserstein Barycenters Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Luca Oneto, Massimiliano Pontil

NeurIPS 2020 Regression with Reject Option and Application to kNN Ahmed Zaoui, Christophe Denis, Mohamed Hebiri

NeurIPS 2019 Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Luca Oneto, Massimiliano Pontil

JMLR 2017 Confidence Sets with Expected Sizes for Multiclass Classification Christophe Denis, Mohamed Hebiri