Impact of Legal Requirements on Explainability in Machine Learning

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Authors Adrien Bibal, Michael Lognoul, Alexandre de Streel, Benoรฎt Frรฉnay arXiv ID 2007.05479 Category cs.AI: Artificial Intelligence Cross-listed cs.CY, cs.LG Citations 10 Venue International Conference on Machine Learning Last Checked 4 months ago
Abstract
The requirements on explainability imposed by European laws and their implications for machine learning (ML) models are not always clear. In that perspective, our research analyzes explanation obligations imposed for private and public decision-making, and how they can be implemented by machine learning techniques.
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