Membership Inference

On the (In)Feasibility of Attribute Inference Attacks on Machine Learning Models

Authors: Benjamin Zi Hao Zhao, Aviral Agrawal, Catisha Coburn, Hassan Jameel Asghar, Raghav Bhaskar, Mohamed Ali Kaafar, Darren Webb, Peter Dickinson | Published: 2021-03-12
Membership Inference
Adversarial Attack Methods
Overfitting and Memorization
2021.03.12 2025.05.28
Literature Database

Malware Classification with Word Embedding Features

Authors: Aparna Sunil Kale, Fabio Di Troia, Mark Stamp | Published: 2021-03-03
Multi-Class Classification
Membership Inference
Machine Learning
2021.03.03 2025.05.28
Literature Database

Quantifying and Mitigating Privacy Risks of Contrastive Learning

Authors: Xinlei He, Yang Zhang | Published: 2021-02-08 | Updated: 2021-09-21
Poisoning
Membership Inference
Label Inference Attack
2021.02.08 2025.05.28
Literature Database

ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models

Authors: Yugeng Liu, Rui Wen, Xinlei He, Ahmed Salem, Zhikun Zhang, Michael Backes, Emiliano De Cristofaro, Mario Fritz, Yang Zhang | Published: 2021-02-04 | Updated: 2021-10-06
Poisoning
Membership Inference
Model Performance Evaluation
2021.02.04 2025.05.28
Literature Database

Membership Inference Attack on Graph Neural Networks

Authors: Iyiola E. Olatunji, Wolfgang Nejdl, Megha Khosla | Published: 2021-01-17 | Updated: 2021-12-18
Membership Inference
Performance Evaluation
Defense Effectiveness Analysis
2021.01.17 2025.05.28
Literature Database

FedServing: A Federated Prediction Serving Framework Based on Incentive Mechanism

Authors: Jiasi Weng, Jian Weng, Hongwei Huang, Chengjun Cai, Cong Wang | Published: 2020-12-19
Incentive Mechanism
Membership Inference
Machine Learning Application
2020.12.19 2025.05.28
Literature Database

Black-box Model Inversion Attribute Inference Attacks on Classification Models

Authors: Shagufta Mehnaz, Ninghui Li, Elisa Bertino | Published: 2020-12-07
Membership Inference
Attack Method
Privacy Protection in Machine Learning
2020.12.07 2025.05.28
Literature Database

Unleashing the Tiger: Inference Attacks on Split Learning

Authors: Dario Pasquini, Giuseppe Ateniese, Massimo Bernaschi | Published: 2020-12-04 | Updated: 2021-11-04
Membership Inference
Attack Method
Privacy Protection in Machine Learning
2020.12.04 2025.05.28
Literature Database

TransMIA: Membership Inference Attacks Using Transfer Shadow Training

Authors: Seira Hidano, Takao Murakami, Yusuke Kawamoto | Published: 2020-11-30 | Updated: 2021-04-23
Data Privacy Assessment
Membership Inference
2020.11.30 2025.05.28
Literature Database

Is Private Learning Possible with Instance Encoding?

Authors: Nicholas Carlini, Samuel Deng, Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody, Shuang Song, Abhradeep Thakurta, Florian Tramer | Published: 2020-11-10 | Updated: 2021-04-28
Data Privacy Assessment
Membership Inference
Attack Type
2020.11.10 2025.05.28
Literature Database
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