18 citations · 36 across the 14 of their papers we have counts for
3 papers · 1 filter
Adaptive Hard Thresholding for Near-optimal Consistent Robust Regression
Arun Sai Suggala, Kush Bhatia, Pradeep Ravikumar +1
We study the problem of robust linear regression with response variable corruptions. We consider the oblivious adversary model, where the adversary corrupts a fraction of the respo…
Online Non-Convex Learning: Following the Perturbed Leader is Optimal
Arun Sai Suggala, Praneeth Netrapalli
We study the problem of online learning with non-convex losses, where the learner has access to an offline optimization oracle. We show that the classical Follow the Perturbed Lead…
On the (In)fidelity and Sensitivity for Explanations
Chih-Kuan Yeh, Cheng-Yu Hsieh, Arun Sai Suggala +2
We consider objective evaluation measures of saliency explanations for complex black-box machine learning models. We propose simple robust variants of two notions that have been co…