160 citations · 246 across the 35 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.IR2020★ 10 cited
PREMIER: Personalized REcommendation for Medical prescrIptions from Electronic Records
Suman Bhoi, Lee Mong Li, Wynne Hsu
The broad adoption of Electronic Health Records (EHR) has led to vast amounts of data being accumulated on a patient's history, diagnosis, prescriptions, and lab tests. Advances in…
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…