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The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning

Jake Fawkes, Nic Fishman, Mel Andrews, Zachary C. Lipton. The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning. In Amir Globersons, Lester Mackey, Danielle Belgrave, Angela Fan, Ulrich Paquet, Jakub M. Tomczak, Cheng Zhang 0005, editors, Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024. 2024. [doi]

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