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03/06/2023
MetaPhysiCa: OOD Robustness in Physics-informed Machine Learning
A fundamental challenge in physics-informed machine learning (PIML) is t...
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09/12/2022
Bias Challenges in Counterfactual Data Augmentation
Deep learning models tend not to be out-of-distribution robust primarily...
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04/20/2021
Neural Networks for Learning Counterfactual G-Invariances from Single Environments
Despite – or maybe because of – their astonishing capacity to fit data, ...
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05/28/2020
Deceptive Deletions for Protecting Withdrawn Posts on Social Platforms
Over-sharing poorly-worded thoughts and personal information is prevalen...
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10/01/2019