activity
20032023
most citedThe LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements

90 citations · 470 across the 39 of their papers we have counts for

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Showing 2020Show all

10 papers · 1 filter

cs.LG20201 cited

Stability and Identification of Random Asynchronous Linear Time-Invariant Systems

Sahin Lale, Oguzhan Teke, Babak Hassibi +1

In many computational tasks and dynamical systems, asynchrony and randomization are naturally present and have been considered as ways to increase the speed and reduce the cost of…

eess.SY2020

Regret-optimal measurement-feedback control

Gautam Goel, Babak Hassibi

We consider measurement-feedback control in linear dynamical systems from the perspective of regret minimization. Unlike most prior work in this area, we focus on the problem of de…

cs.LG2020

Robustifying Binary Classification to Adversarial Perturbation

Fariborz Salehi, Babak Hassibi

Despite the enormous success of machine learning models in various applications, most of these models lack resilience to (even small) perturbations in their input data. Hence, new…

stat.ML20202 cited

The Performance Analysis of Generalized Margin Maximizer (GMM) on Separable Data

Fariborz Salehi, Ehsan Abbasi, Babak Hassibi

Logistic models are commonly used for binary classification tasks. The success of such models has often been attributed to their connection to maximum-likelihood estimators. It has…

cs.LG2020

Regret-optimal control in dynamic environments

Gautam Goel, Babak Hassibi

We consider control in linear time-varying dynamical systems from the perspective of regret minimization. Unlike most prior work in this area, we focus on the problem of designing…

cs.IT2020

Support Constrained Generator Matrices of Gabidulin Codes in Characteristic Zero

Hikmet Yildiz, Netanel Raviv, Babak Hassibi

Gabidulin codes over fields of characteristic zero were recently constructed by Augot et al., whenever the Galois group of the underlying field extension is cyclic. In parallel, th…