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07/11/2023
Towards A Scalable Solution for Improving Multi-Group Fairness in Compositional Classification
Despite the rich literature on machine learning fairness, relatively lit...
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10/21/2019
Detecting Extrapolation with Local Ensembles
We present local ensembles, a method for detecting extrapolation at test...
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12/17/2018
BriarPatches: Pixel-Space Interventions for Inducing Demographic Parity
We introduce the BriarPatch, a pixel-space intervention that obscures se...
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11/22/2017