Membership Inference

ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Authors: Ahmed Salem, Yang Zhang, Mathias Humbert, Pascal Berrang, Mario Fritz, Michael Backes | Published: 2018-06-04 | Updated: 2018-12-14
Membership Inference
Model Extraction Attack
Watermark Evaluation
2018.06.04 2025.05.28
Literature Database

Performing Co-Membership Attacks Against Deep Generative Models

Authors: Kin Sum Liu, Chaowei Xiao, Bo Li, Jie Gao | Published: 2018-05-24 | Updated: 2019-09-20
Privacy Technique
Membership Inference
Deep Learning Model
2018.05.24 2025.05.28
Literature Database

AttriGuard: A Practical Defense Against Attribute Inference Attacks via Adversarial Machine Learning

Authors: Jinyuan Jia, Neil Zhenqiang Gong | Published: 2018-05-13 | Updated: 2020-04-13
Privacy Protection Mechanism
Membership Inference
Loss Function
2018.05.13 2025.05.28
Literature Database

Under the Underground: Predicting Private Interactions in Underground Forums

Authors: Rebekah Overdorf, Carmela Troncoso, Rachel Greenstadt, Damon McCoy | Published: 2018-05-11
Darknet Analysis
Membership Inference
User Behavior Analysis
2018.05.11 2025.05.28
Literature Database

Exploiting Unintended Feature Leakage in Collaborative Learning

Authors: Luca Melis, Congzheng Song, Emiliano De Cristofaro, Vitaly Shmatikov | Published: 2018-05-10 | Updated: 2018-11-01
Data Leakage
Membership Inference
Label Inference Attack
2018.05.10 2025.05.28
Literature Database

Understanding Membership Inferences on Well-Generalized Learning Models

Authors: Yunhui Long, Vincent Bindschaedler, Lei Wang, Diyue Bu, Xiaofeng Wang, Haixu Tang, Carl A. Gunter, Kai Chen | Published: 2018-02-13
Privacy Protection Mechanism
Membership Inference
Model Inversion
2018.02.13 2025.05.28
Literature Database

URLNet: Learning a URL Representation with Deep Learning for Malicious URL Detection

Authors: Hung Le, Quang Pham, Doyen Sahoo, Steven C. H. Hoi | Published: 2018-02-09 | Updated: 2018-03-02
Membership Inference
Model Inversion
Machine Learning Method
2018.02.09 2025.05.28
Literature Database

Towards Measuring Membership Privacy

Authors: Yunhui Long, Vincent Bindschaedler, Carl A. Gunter | Published: 2017-12-25
Privacy Risk Management
Membership Inference
Privacy Protection in Machine Learning
2017.12.25 2025.05.28
Literature Database

Towards Reverse-Engineering Black-Box Neural Networks

Authors: Seong Joon Oh, Max Augustin, Bernt Schiele, Mario Fritz | Published: 2017-11-06 | Updated: 2018-02-14
Backdoor Detection
Membership Inference
Model Extraction Attack
2017.11.06 2025.05.28
Literature Database

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Authors: Samuel Yeom, Irene Giacomelli, Matt Fredrikson, Somesh Jha | Published: 2017-09-05 | Updated: 2018-05-04
Privacy Analysis
Privacy Leakage
Membership Inference
2017.09.05 2025.05.28
Literature Database
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