Model Inversion

Exploiting Explanations for Model Inversion Attacks

Authors: Xuejun Zhao, Wencan Zhang, Xiaokui Xiao, Brian Y. Lim | Published: 2021-04-26 | Updated: 2022-03-14
XAI (Explainable AI)
Privacy Technique
Model Inversion

Vulnerability of Face Recognition Systems Against Composite Face Reconstruction Attack

Authors: Hadi Mansourifar, Weidong Shi | Published: 2020-08-23
Model Inversion
Adversarial Attack Methods
Face Recognition

Reducing Risk of Model Inversion Using Privacy-Guided Training

Authors: Abigail Goldsteen, Gilad Ezov, Ariel Farkash | Published: 2020-06-29
Privacy Leakage
Membership Inference
Model Inversion

Stealing Links from Graph Neural Networks

Authors: Xinlei He, Jinyuan Jia, Michael Backes, Neil Zhenqiang Gong, Yang Zhang | Published: 2020-05-05 | Updated: 2020-10-05
Model Inversion
Link Prediction Method
Attack Evaluation

Attacking Graph-based Classification via Manipulating the Graph Structure

Authors: Binghui Wang, Neil Zhenqiang Gong | Published: 2019-03-01 | Updated: 2019-08-13
Poisoning
Model Inversion
Adversarial Graph Classification

AutoGAN-based Dimension Reduction for Privacy Preservation

Authors: Hung Nguyen, Di Zhuang, Pei-Yuan Wu, Morris Chang | Published: 2019-02-27 | Updated: 2021-07-27
Privacy Protection Method
Multi-Class Classification
Model Inversion

Adversarial Neural Network Inversion via Auxiliary Knowledge Alignment

Authors: Ziqi Yang, Ee-Chien Chang, Zhenkai Liang | Published: 2019-02-22
Model Inversion
Adversarial Attack Methods
Optimization Methods

Privacy Partitioning: Protecting User Data During the Deep Learning Inference Phase

Authors: Jianfeng Chi, Emmanuel Owusu, Xuwang Yin, Tong Yu, William Chan, Patrick Tague, Yuan Tian | Published: 2018-12-07
Privacy protection framework
Model Inversion
Attack that Analyzes Images with AI to Infer Personal Information

Differentially Private Data Generative Models

Authors: Qingrong Chen, Chong Xiang, Minhui Xue, Bo Li, Nikita Borisov, Dali Kaarfar, Haojin Zhu | Published: 2018-12-06
Model Inversion
Differential Privacy
Challenges of Generative Models

Generalised Differential Privacy for Text Document Processing

Authors: Natasha Fernandes, Mark Dras, Annabelle McIver | Published: 2018-11-26 | Updated: 2019-02-05
Application of Text Classification
Model Inversion
Differential Privacy