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08/08/2023
When More is Less: Incorporating Additional Datasets Can Hurt Performance By Introducing Spurious Correlations
In machine learning, incorporating more data is often seen as a reliable...
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10/04/2022
Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation
There exist features that are related to the label in the same way acros...
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04/29/2022
Conditional average treatment effect estimation with treatment offset models
Treatment effect estimates are often available from randomized controlle...
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06/29/2021
Predictive Modeling in the Presence of Nuisance-Induced Spurious Correlations
Deep predictive models often make use of spurious correlations between t...
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06/27/2020
