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05/29/2023
The Misuse of AUC: What High Impact Risk Assessment Gets Wrong
When determining which machine learning model best performs some high im...
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03/14/2022
Achieving Downstream Fairness with Geometric Repair
Consider a scenario where some upstream model developer must train a fai...
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04/01/2021
Model Selection's Disparate Impact in Real-World Deep Learning Applications
Algorithmic fairness has emphasized the role of biased data in automated...
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02/20/2021