55 citations · 100 across the 7 of their papers we have counts for
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stat.ML2018★ 23 cited
Adversarial Risk Bounds via Function Transformation
Justin Khim, Po-Ling Loh
We derive bounds for a notion of adversarial risk, designed to characterize the robustness of linear and neural network classifiers to adversarial perturbations. Specifically, we i…
math.ST2018★ 4 cited
A theory of maximum likelihood for weighted infection graphs
Justin Khim, Po-Ling Loh
We study the problem of parameter estimation based on infection data from an epidemic outbreak on a graph. We assume that successive infections occur via contagion; i.e., transmiss…