Membership Inference

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

Authors: Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum | Published: 2023-06-14 | Updated: 2024-04-16
Algorithm
Membership Inference
Computational Efficiency
2023.06.14 2025.05.28
Literature Database

Investigating the Effect of Misalignment on Membership Privacy in the White-box Setting

Authors: Ana-Maria Cretu, Daniel Jones, Yves-Alexandre de Montjoye, Shruti Tople | Published: 2023-06-08 | Updated: 2024-03-12
Privacy Analysis
Membership Inference
Model Architecture
2023.06.08 2025.05.28
Literature Database

Machine Unlearning: A Survey

Authors: Heng Xu, Tianqing Zhu, Lefeng Zhang, Wanlei Zhou, Philip S. Yu | Published: 2023-06-06
Watermarking
Membership Inference
Model Design and Accuracy
2023.06.06 2025.05.28
Literature Database

Adversarial attacks and defenses in explainable artificial intelligence: A survey

Authors: Hubert Baniecki, Przemyslaw Biecek | Published: 2023-06-06 | Updated: 2024-02-13
Membership Inference
Attack Method
Adversarial Example
2023.06.06 2025.05.28
Literature Database

A Note On Interpreting Canary Exposure

Authors: Matthew Jagielski | Published: 2023-05-31 | Updated: 2023-06-02
Privacy Protection Method
Membership Inference
Watermark Evaluation
2023.05.31 2025.05.28
Literature Database

Blockchain Large Language Models

Authors: Yu Gai, Liyi Zhou, Kaihua Qin, Dawn Song, Arthur Gervais | Published: 2023-04-25 | Updated: 2023-04-29
Membership Inference
Intrusion Detection System
Anomaly Detection Method
2023.04.25 2025.05.28
Literature Database

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
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