Model Inversion

Interpretable Anomaly Detection in Encrypted Traffic Using SHAP with Machine Learning Models

Authors: Kalindi Singh, Aayush Kashyap, Aswani Kumar Cherukuri | Published: 2025-05-22
Model Inversion
Anomaly Detection Algorithm
loss of Interpretability

Language Model Inversion

Authors: John X. Morris, Wenting Zhao, Justin T. Chiu, Vitaly Shmatikov, Alexander M. Rush | Published: 2023-11-22
Prompt leaking
Model Inversion
Model Evaluation

Text Embeddings Reveal (Almost) As Much As Text

Authors: John X. Morris, Volodymyr Kuleshov, Vitaly Shmatikov, Alexander M. Rush | Published: 2023-10-10
Membership Inference
Model Inversion
Model Evaluation

Inference Attacks Against Graph Neural Networks

Authors: Zhikun Zhang, Min Chen, Michael Backes, Yun Shen, Yang Zhang | Published: 2021-10-06
Property Inference
Membership Inference
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