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 2019Show all
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stat.ML2019★ 50 cited
Imperceptible Adversarial Attacks on Tabular Data
Vincent Ballet, Xavier Renard, Jonathan Aigrain +3
Security of machine learning models is a concern as they may face adversarial attacks for unwarranted advantageous decisions. While research on the topic has mainly been focusing o…
cs.LG2019★ 21 cited
Issues with post-hoc counterfactual explanations: a discussion
Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala +1
Counterfactual post-hoc interpretability approaches have been proven to be useful tools to generate explanations for the predictions of a trained blackbox classifier. However, the…