Enhanced Membership Inference Attacks against Machine Learning Models

Type
Conference
In
CCS
Year
2022
By
Jiayuan Ye
Aadyaa Maddi
Sasi Kumar Murakonda
Vincent Bindschaedler
Reza Shokri
Keywords
Data Privacy
Membership Privacy
Machine Learning
Privacy Auditing

Privacy accounting εconomics: Improving differential privacy composition via a posteriori bounds

Type
Conference
In
PETS
Year
2022
By
Valentin Hartmann
Vincent Bindschaedler
Alexander Bentkamp
Robert West
Keywords
Differential Privacy
Machine Learning

A Pragmatic Approach to Membership Inferences on Machine Learning Models

Type
Conference
In
EuroS&P
Year
2020
By
Yunhui Long
Lei Wang
Diyue Bu
Vincent Bindschaedler
XiaoFeng Wang
Haixu Tang
Carl A. Gunter
Kai Chen
Keywords
Membership Privacy
Inference Attacks
Machine Learning

The Tao of Inference in Privacy-Protected Databases

Type
Conference
In
VLDB
Year
2018
By
Vincent Bindschaedler
Paul Grubbs
David Cash
Thomas Ristenpart
Vitaly Shmatikov
Keywords
Encrypted Databases
Inference Attacks
Machine Learning
Machine Learning + Security and Privacy

Understanding Membership Inferences on Well-Generalized Learning Models

Type
Pre-print
In
arXiv
Year
2018
By
Yunhui Long
Vincent Bindschaedler
Lei Wang
Diyue Bu
XiaoFeng Wang
Haixu Tang
Carl A. Gunter
Kai Chen
Keywords
Membership Privacy
Machine Learning
Inference Attacks
Machine Learning + Security and Privacy

Towards Measuring Membership Privacy

Type
Pre-print
In
arXiv
Year
2018
By
Yunhui Long
Vincent Bindschaedler
Carl A. Gunter
Keywords
Membership Privacy
Inference Attacks
Machine Learning