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06/20/2023
A Model-free Closeness-of-influence Test for Features in Supervised Learning
Understanding the effect of a feature vector x ∈ℝ^d on the response valu...
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09/05/2022
GRASP: A Goodness-of-Fit Test for Classification Learning
Performance of classifiers is often measured in terms of average accurac...
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10/29/2021
Pearson Chi-squared Conditional Randomization Test
Conditional independence (CI) testing arises naturally in many scientifi...
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10/22/2021
Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff
Over the past few years, several adversarial training methods have been ...
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03/05/2021
Error-Correction for Sparse Support Recovery Algorithms
Consider the compressed sensing setup where the support s^* of an m-spar...
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01/15/2021
Fundamental Tradeoffs in Distributionally Adversarial Training
Adversarial training is among the most effective techniques to improve t...
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11/04/2019
Online Debiasing for Adaptively Collected High-dimensional Data
Adaptive collection of data is increasingly commonplace in many applicat...
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06/29/2018