Membership Inference

SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained Encoders

Authors: Tianshuo Cong, Xinlei He, Yang Zhang | Published: 2022-01-27 | Updated: 2022-08-31
Watermarking
Membership Inference
Defense Method

Security for Machine Learning-based Software Systems: a survey of threats, practices and challenges

Authors: Huaming Chen, M. Ali Babar | Published: 2022-01-12 | Updated: 2023-12-17
Backdoor Attack
Membership Inference
Vulnerability Analysis

Survey on the Convergence of Machine Learning and Blockchain

Authors: Shengwen Ding, Chenhui Hu | Published: 2022-01-04 | Updated: 2022-06-28
Blockchain Technology
Membership Inference
Machine Learning Technology

MPCLeague: Robust MPC Platform for Privacy-Preserving Machine Learning

Authors: Ajith Suresh | Published: 2021-12-26
Algorithm Design
Membership Inference
Communication Model

ANUBIS: A Provenance Graph-Based Framework for Advanced Persistent Threat Detection

Authors: Md. Monowar Anjum, Shahrear Iqbal, Benoit Hamelin | Published: 2021-12-21
Event Trace Analysis
Membership Inference
Threat Model

Vulnerability Analysis of the Android Kernel

Authors: Joseph R. Barr, Peter Shaw, Tyler Thatcher | Published: 2021-12-20
Membership Inference
Performance Evaluation
Vulnerability Prediction

Membership Inference Attacks From First Principles

Authors: Nicholas Carlini, Steve Chien, Milad Nasr, Shuang Song, Andreas Terzis, Florian Tramer | Published: 2021-12-07 | Updated: 2022-04-12
Privacy Risk Management
Membership Inference
Performance Evaluation Metrics

Enhanced Membership Inference Attacks against Machine Learning Models

Authors: Jiayuan Ye, Aadyaa Maddi, Sasi Kumar Murakonda, Vincent Bindschaedler, Reza Shokri | Published: 2021-11-18 | Updated: 2022-09-13
Poisoning
Membership Inference
Adversarial attack

On the Importance of Difficulty Calibration in Membership Inference Attacks

Authors: Lauren Watson, Chuan Guo, Graham Cormode, Alex Sablayrolles | Published: 2021-11-15 | Updated: 2022-04-11
Dataset evaluation
Membership Inference
High Difficulty Sample

Property Inference Attacks Against GANs

Authors: Junhao Zhou, Yufei Chen, Chao Shen, Yang Zhang | Published: 2021-11-15
Dataset evaluation
Data Generation
Membership Inference