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The Causal Fairness Field Guide: Perspectives From Social and Formal Sciences

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Over the past several years, multiple different methods to measure the causal fairness of machine learning models have been proposed. However, despite the growing number of publications and implementations, there is still a critical lack of literature that exp... ...