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06/11/2023
On Minimizing the Impact of Dataset Shifts on Actionable Explanations
The Right to Explanation is an important regulatory principle that allow...
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04/20/2023
The Dataset Multiplicity Problem: How Unreliable Data Impacts Predictions
We introduce dataset multiplicity, a way to study how inaccuracies, unce...
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06/07/2022
Certifying Data-Bias Robustness in Linear Regression
Datasets typically contain inaccuracies due to human error and societal ...
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10/08/2021