Membership Inference

Identifying Appropriate Intellectual Property Protection Mechanisms for Machine Learning Models: A Systematization of Watermarking, Fingerprinting, Model Access, and Attacks

Authors: Isabell Lederer, Rudolf Mayer, Andreas Rauber | Published: 2023-04-22
DNN IP Protection Method
Watermarking
Membership Inference
2023.04.22 2025.05.28
Literature Database

DRSM: De-Randomized Smoothing on Malware Classifier Providing Certified Robustness

Authors: Shoumik Saha, Wenxiao Wang, Yigitcan Kaya, Soheil Feizi, Tudor Dumitras | Published: 2023-03-20 | Updated: 2023-10-03
Cybersecurity
Membership Inference
Machine Learning Technology
2023.03.20 2025.05.28
Literature Database

Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines

Authors: Eugene Bagdasaryan, Vitaly Shmatikov | Published: 2023-02-09 | Updated: 2023-12-19
Hyperparameter Tuning
Poisoning Attack
Membership Inference
2023.02.09 2025.05.28
Literature Database

Threats, Vulnerabilities, and Controls of Machine Learning Based Systems: A Survey and Taxonomy

Authors: Yusuke Kawamoto, Kazumasa Miyake, Koichi Konishi, Yutaka Oiwa | Published: 2023-01-18 | Updated: 2023-01-19
Poisoning
Membership Inference
Vulnerability Management
2023.01.18 2025.05.28
Literature Database

Introducing Model Inversion Attacks on Automatic Speaker Recognition

Authors: Karla Pizzi, Franziska Boenisch, Ugur Sahin, Konstantin Böttinger | Published: 2023-01-09
Privacy Enhancing Technology
Membership Inference
Speech Synthesis Technology
2023.01.09 2025.05.28
Literature Database

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Authors: Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin | Published: 2022-12-21 | Updated: 2023-04-20
Data Privacy Assessment
Privacy Enhancing Technology
Membership Inference
2022.12.21 2025.05.28
Literature Database

Dissecting Distribution Inference

Authors: Anshuman Suri, Yifu Lu, Yanjin Chen, David Evans | Published: 2022-12-15 | Updated: 2024-04-05
Privacy Risk Management
Privacy Protection Method
Membership Inference
2022.12.15 2025.05.28
Literature Database

Amplifying Membership Exposure via Data Poisoning

Authors: Yufei Chen, Chao Shen, Yun Shen, Cong Wang, Yang Zhang | Published: 2022-11-01
Poisoning
Membership Inference
Membership Disclosure Risk
2022.11.01 2025.05.28
Literature Database

Analyzing Privacy Leakage in Machine Learning via Multiple Hypothesis Testing: A Lesson From Fano

Authors: Chuan Guo, Alexandre Sablayrolles, Maziar Sanjabi | Published: 2022-10-24 | Updated: 2023-08-10
Privacy Protection
Membership Inference
Statistical Hypothesis Testing
2022.10.24 2025.05.28
Literature Database

On the Robustness of Dataset Inference

Authors: Sebastian Szyller, Rui Zhang, Jian Liu, N. Asokan | Published: 2022-10-24 | Updated: 2023-06-19
Membership Inference
Adversarial Training
Statistical Hypothesis Testing
2022.10.24 2025.05.28
Literature Database
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