most citedEffects of Differential Privacy and Data Skewness on Membership Inference Vulnerability

4 citations · 8 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG20201 cited

Robust Deep Learning Ensemble against Deception

Wenqi Wei, Ling Liu

Deep neural network (DNN) models are known to be vulnerable to maliciously crafted adversarial examples and to out-of-distribution inputs drawn sufficiently far away from the train…

cs.CR2020

Utility-Optimized Synthesis of Differentially Private Location Traces

Mehmet Emre Gursoy, Vivekanand Rajasekar, Ling Liu

Differentially private location trace synthesis (DPLTS) has recently emerged as a solution to protect mobile users' privacy while enabling the analysis and sharing of their locatio…

cs.DC2020

Efficient Orchestration of Host and Remote Shared Memory for Memory Intensive Workloads

Juhyun Bae, Gong Su, Arun Iyengar +2

Since very few contributions to the development of an unified memory orchestration framework for efficient management of both host and remote idle memory have been made, we present…

cs.CR20194 cited

Effects of Differential Privacy and Data Skewness on Membership Inference Vulnerability

Stacey Truex, Ling Liu, Mehmet Emre Gursoy +2

Membership inference attacks seek to infer the membership of individual training instances of a privately trained model. This paper presents a membership privacy analysis and evalu…

math.ST20191 cited

On adaptivity of wavelet thresholding estimators with negatively super-additive dependent noise

Yuncai Yu, Xinsheng Liu, Ling Liu +1

This paper considers the nonparametric regression model with negatively super-additive dependent (NSD) noise and investigates the convergence rates of thresholding estimators. It i…

cs.LG20192 cited

Cross-Layer Strategic Ensemble Defense Against Adversarial Examples

Wenqi Wei, Ling Liu, Margaret Loper +4

Deep neural network (DNN) has demonstrated its success in multiple domains. However, DNN models are inherently vulnerable to adversarial examples, which are generated by adding adv…