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08/24/2023
Don't blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy
Common explanations for shortcut learning assume that the shortcut impro...
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11/28/2022
Malign Overfitting: Interpolation Can Provably Preclude Invariance
Learned classifiers should often possess certain invariance properties m...
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06/01/2022
In the Eye of the Beholder: Robust Prediction with Causal User Modeling
Accurately predicting the relevance of items to users is crucial to the ...
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04/27/2021
Explaining in Style: Training a GAN to explain a classifier in StyleSpace
Image classification models can depend on multiple different semantic at...
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02/20/2021