12 citations · 16 across the 7 of their papers we have counts for
7 papers
Group Property Inference Attacks Against Graph Neural Networks
Xiuling Wang, Wendy Hui Wang
With the fast adoption of machine learning (ML) techniques, sharing of ML models is becoming popular. However, ML models are vulnerable to privacy attacks that leak information abo…
VeriDL: Integrity Verification of Outsourced Deep Learning Services (Extended Version)
Boxiang Dong, Bo Zhang, Hui +1
Deep neural networks (DNNs) are prominent due to their superior performance in many fields. The deep-learning-as-a-service (DLaaS) paradigm enables individuals and organizations (c…
Privacy for All: Demystify Vulnerability Disparity of Differential Privacy against Membership Inference Attack
Bo Zhang, Ruotong Yu, Haipei Sun +3
Machine learning algorithms, when applied to sensitive data, pose a potential threat to privacy. A growing body of prior work has demonstrated that membership inference attack (MIA…
Cost-efficient Data Acquisition on Online Data Marketplaces for Correlation Analysis
Yanying Li, Haipei Sun, Boxiang Dong +2
Incentivized by the enormous economic profits, the data marketplace platform has been proliferated recently. In this paper, we consider the data marketplace setting where a data sh…
Integrity Authentication for SQL Query Evaluation on Outsourced Databases: A Survey
Bo Zhang, Boxiang Dong, Hui Wang
Spurred by the development of cloud computing, there has been considerable recent interest in the Database-as-a-Service (DaaS) paradigm. Users lacking in expertise or computational…
Efficient Authentication of Outsourced String Similarity Search
Boxiang Dong, Hui Wang
Cloud computing enables the outsourcing of big data analytics, where a third party server is responsible for data storage and processing. In this paper, we consider the outsourcing…
Frequency-hiding Dependency-preserving Encryption for Outsourced Databases
Boxiang Dong, Hui Wendy Wang
The cloud paradigm enables users to outsource their data to computationally powerful third-party service providers for data management. Many data management tasks rely on the data…