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09/09/2021
Detecting and Mitigating Test-time Failure Risks via Model-agnostic Uncertainty Learning
Reliably predicting potential failure risks of machine learning (ML) sys...
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05/10/2021
Accounting for Model Uncertainty in Algorithmic Discrimination
Traditional approaches to ensure group fairness in algorithmic decision ...
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10/22/2019
An Empirical Study on Learning Fairness Metrics for COMPAS Data with Human Supervision
The notion of individual fairness requires that similar people receive s...
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07/02/2019
Operationalizing Individual Fairness with Pairwise Fair Representations
We revisit the notion of individual fairness proposed by Dwork et al. A ...
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06/04/2018