2 citations · 2 across the 2 of their papers we have counts for
4 papers
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…
Online Debiasing for Adaptively Collected High-dimensional Data with Applications to Time Series Analysis
Yash Deshpande, Adel Javanmard, Mohammad Mehrabi
Adaptive collection of data is commonplace in applications throughout science and engineering. From the point of view of statistical inference however, adaptive data collection ind…
Bounds on the Approximation Power of Feedforward Neural Networks
Mohammad Mehrabi, Aslan Tchamkerten, Mansoor I. Yousefi
The approximation power of general feedforward neural networks with piecewise linear activation functions is investigated. First, lower bounds on the size of a network are establis…