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Adversarial interference and its mitigations in privacy-preserving collaborative machine learning
Despite the rapid increase of data available to train machine-learning algorithms in many
domains, several applications suffer from a paucity of representative and diverse data. The …
domains, several applications suffer from a paucity of representative and diverse data. The …
Intel software guard extensions applications: A survey
Data confidentiality is a central concern in modern computer systems and services, as
sensitive data from users and companies are being increasingly delegated to such systems …
sensitive data from users and companies are being increasingly delegated to such systems …
Shrinkwrap: efficient sql query processing in differentially private data federations
A private data federation is a set of autonomous databases that share a unified query
interface offering in-situ evaluation of SQL queries over the union of the sensitive data of its …
interface offering in-situ evaluation of SQL queries over the union of the sensitive data of its …
Saqe: practical privacy-preserving approximate query processing for data federations
A private data federation enables clients to query the union of data from multiple data
providers without revealing any extra private information to the client or any other data …
providers without revealing any extra private information to the client or any other data …
A survey of secure computation using trusted execution environments
As an essential technology underpinning trusted computing, the trusted execution
environment (TEE) allows one to launch computation tasks on both on-and off-premises …
environment (TEE) allows one to launch computation tasks on both on-and off-premises …
Vizard: A metadata-hiding data analytic system with end-to-end policy controls
Owner-centric control is a widely adopted method for easing owners' concerns over data
abuses and motivating them to share their data out to gain collective knowledge. However …
abuses and motivating them to share their data out to gain collective knowledge. However …
Differentially private resource allocation
Recent studies have shown that systems with limited resources like Metadata-private
Messenger (MPM) suffer from side-channel attacks under resource allocation (RA). In the …
Messenger (MPM) suffer from side-channel attacks under resource allocation (RA). In the …
US broadband coverage data set: a differentially private data release
Broadband connectivity is a key metric in today's economy. In an era of rapid expansion of
the digital economy, it directly impacts GDP. Furthermore, with the COVID-19 guidelines of …
the digital economy, it directly impacts GDP. Furthermore, with the COVID-19 guidelines of …
Shrinkwrap: Differentially-private query processing in private data federations
A private data federation is a set of autonomous databases that share a unified query
interface offering in-situ evaluation of SQL queries over the union of the sensitive data of its …
interface offering in-situ evaluation of SQL queries over the union of the sensitive data of its …
Efficient Bi-objective SQL Optimization for Enclaved Cloud Databases with Differentially Private Padding
Hardware-enabled enclaves have been applied to efficiently enforce data security and
privacy protection in cloud database services. Such enclaved systems, however, are …
privacy protection in cloud database services. Such enclaved systems, however, are …