50 citations
- Polish Academy of SciencesPL6 papers
- Sorbonne UniversitéFR6 papers
- Centre National de la Recherche ScientifiqueFR4 papers
- LIP6FR3 papers
- Systems Research InstitutePL3 papers
- Centre de Recherche en Mathématiques de la DécisionFR2 papers
- École Polytechnique Fédérale de LausanneCH2 papers
- Polish Academy of LearningPL2 papers
- Stanford UniversityUS2 papers
- CERMICSFR1 paper
- École nationale des ponts et chausséesFR1 paper
- École Normale Supérieure - PSLFR1 paper
Showing 2023Show all
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cs.LG2023
On the Fairness ROAD: Robust Optimization for Adversarial Debiasing
Vincent Grari, Thibault Laugel, Tatsunori Hashimoto +2
In the field of algorithmic fairness, significant attention has been put on group fairness criteria, such as Demographic Parity and Equalized Odds. Nevertheless, these objectives,…
cs.LG2023★ 1 cited
Dynamic Interpretability for Model Comparison via Decision Rules
Adam Rida, Marie-Jeanne Lesot, Xavier Renard +1
Explainable AI (XAI) methods have mostly been built to investigate and shed light on single machine learning models and are not designed to capture and explain differences between…
cs.AI2023★ 15 cited
Achieving Diversity in Counterfactual Explanations: a Review and Discussion
Thibault Laugel, Adulam Jeyasothy, Marie-Jeanne Lesot +2
In the field of Explainable Artificial Intelligence (XAI), counterfactual examples explain to a user the predictions of a trained decision model by indicating the modifications to…