21 citations · 21 across the 3 of their papers we have counts for
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cs.LG2020
Towards Maximizing the Representation Gap between In-Domain & Out-of-Distribution Examples
Jay Nandy, Wynne Hsu, Mong Li Lee
Among existing uncertainty estimation approaches, Dirichlet Prior Network (DPN) distinctly models different predictive uncertainty types. However, for in-domain examples with high…
cs.CR2020
Approximate Manifold Defense Against Multiple Adversarial Perturbations
Jay Nandy, Wynne Hsu, Mong Li Lee
Existing defenses against adversarial attacks are typically tailored to a specific perturbation type. Using adversarial training to defend against multiple types of perturbation re…