67 citations · 72 across the 4 of their papers we have counts for
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cs.LG2021★ 1 cited
Instance Specific Approximations for Submodular Maximization
Eric Balkanski, Sharon Qian, Yaron Singer
For many optimization problems in machine learning, finding an optimal solution is computationally intractable and we seek algorithms that perform well in practice. Since computati…
cs.LG2020★ 1 cited
Robustness from Simple Classifiers
Sharon Qian, Dimitris Kalimeris, Gal Kaplun +1
Despite the vast success of Deep Neural Networks in numerous application domains, it has been shown that such models are not robust i.e., they are vulnerable to small adversarial p…
cs.LG2019★ 3 cited
Fast Parallel Algorithms for Statistical Subset Selection Problems
Sharon Qian, Yaron Singer
In this paper, we propose a new framework for designing fast parallel algorithms for fundamental statistical subset selection tasks that include feature selection and experimental…