10 citations · 10 across the 1 of their papers we have counts for
2 papers
cs.CR2021★ 10 cited
Instance-optimal Mean Estimation Under Differential Privacy
Ziyue Huang, Yuting Liang, Ke Yi
Mean estimation under differential privacy is a fundamental problem, but worst-case optimal mechanisms do not offer meaningful utility guarantees in practice when the global sensit…
cs.LG2020
Towards Robust Deep Learning with Ensemble Networks and Noisy Layers
Yuting Liang, Reza Samavi
In this paper we provide an approach for deep learning that protects against adversarial examples in image classification-type networks. The approach relies on two mechanisms:1) a…