96 citations
- Université Paris-SaclayFR6 papers
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- Mathématiques et Informatique pour la Complexité et les Systèmes4 papers
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- Département mathématiques, informatique, sciences de la donnée et technologies du numériqueFR2 papers
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stat.ML2024
Regression under demographic parity constraints via unlabeled post-processing
Evgenii Chzhen, Mohamed Hebiri, Gayane Taturyan
We address the problem of performing regression while ensuring demographic parity, even without access to sensitive attributes during inference. We present a general-purpose post-p…
stat.ML2023★ 3 cited
Interpretable learning of effective dynamics for multiscale systems
Emmanuel Menier, Sebastian Kaltenbach, Mouadh Yagoubi +2
The modeling and simulation of high-dimensional multiscale systems is a critical challenge across all areas of science and engineering. It is broadly believed that even with today'…