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

Excessive Invariance Causes Adversarial Vulnerability

Authors: Jörn-Henrik Jacobsen, Jens Behrmann, Richard Zemel, Matthias Bethge | Published: 2018-11-01 | Updated: 2020-07-12
Model Inversion
Adversarial Example
Adversarial Training

Adversarial Attacks and Defences: A Survey

Authors: Anirban Chakraborty, Manaar Alam, Vishal Dey, Anupam Chattopadhyay, Debdeep Mukhopadhyay | Published: 2018-09-28
Model Inversion
Adversarial Example
Adversarial Attack Methods

Explainable Black-Box Attacks Against Model-based Authentication

Authors: Washington Garcia, Joseph I. Choi, Suman K. Adari, Somesh Jha, Kevin R. B. Butler | Published: 2018-09-28
XAI (Explainable AI)
Model Inversion
Adversarial Attack Methods

Algorithms that Remember: Model Inversion Attacks and Data Protection Law

Authors: Michael Veale, Reuben Binns, Lilian Edwards | Published: 2018-07-12 | Updated: 2018-10-15
Membership Inference
Model Inversion
Detection of Model Extraction Attacks

Understanding Membership Inferences on Well-Generalized Learning Models

Authors: Yunhui Long, Vincent Bindschaedler, Lei Wang, Diyue Bu, Xiaofeng Wang, Haixu Tang, Carl A. Gunter, Kai Chen | Published: 2018-02-13
Privacy Protection Mechanism
Membership Inference
Model Inversion

URLNet: Learning a URL Representation with Deep Learning for Malicious URL Detection

Authors: Hung Le, Quang Pham, Doyen Sahoo, Steven C. H. Hoi | Published: 2018-02-09 | Updated: 2018-03-02
Membership Inference
Model Inversion
Machine Learning Method