5 citations · 8 across the 7 of their papers we have counts for
4 papers · 1 filter
Pearson Chi-squared Conditional Randomization Test
Adel Javanmard, Mohammad Mehrabi
Conditional independence (CI) testing arises naturally in many scientific problems and applications domains. The goal of this problem is to investigate the conditional independence…
Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff
Adel Javanmard, Mohammad Mehrabi
Over the past few years, several adversarial training methods have been proposed to improve the robustness of machine learning models against adversarial perturbations in the input…
Error-Correction for Sparse Support Recovery Algorithms
Mohammad Mehrabi, Aslan Tchamkerten
Consider the compressed sensing setup where the support of an -sparse -dimensional signal is to be recovered from linear measurements with a given algorithm. Su…
Fundamental Tradeoffs in Distributionally Adversarial Training
Mohammad Mehrabi, Adel Javanmard, Ryan A. Rossi +2
Adversarial training is among the most effective techniques to improve the robustness of models against adversarial perturbations. However, the full effect of this approach on mode…