Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
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Updated
Jun 10, 2022 - Python
Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
A tool to create and manage interactive keyboard shortcut cheatsheets.
[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization
TextAdaIN: Paying Attention to Shortcut Learning in Text Recognizers
Frequency Shortcuts in Neural Networks
How to master your passwords using iCloud Keychain.
This is the official code for CoLLAs 2022 paper, "InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness"
Augmentation for CV using frequency shortcuts
This repository contains the code for the paper "Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging".
Study on the effect of masking the ROI in medical images to evaluate potential bias/shortcuts in datasets
Shortcut Learning in Financial Text Mining @ IEEE BigData 2022
A deep learning method using cross-domain regularization to mitigate shortcut learning
Get a fast overview of shortcuts for (almost) everything.
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