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07/31/2021
Fair Representation Learning using Interpolation Enabled Disentanglement
With the growing interest in the machine learning community to solve rea...
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03/12/2020
Model Agnostic Multilevel Explanations
In recent years, post-hoc local instance-level and global dataset-level ...
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05/08/2019
Interpretable Subgroup Discovery in Treatment Effect Estimation with Application to Opioid Prescribing Guidelines
The dearth of prescribing guidelines for physicians is one key driver of...
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09/24/2018
Is Ordered Weighted ℓ_1 Regularized Regression Robust to Adversarial Perturbation? A Case Study on OSCAR
Many state-of-the-art machine learning models such as deep neural networ...
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05/24/2018
