Model Inversion

AI Risk-Management Standards Profile for General-Purpose AI (GPAI) and Foundation Models

Authors: Anthony M. Barrett, Jessica Newman, Brandie Nonnecke, Nada Madkour, Dan Hendrycks, Evan R. Murphy, Krystal Jackson, Deepika Raman | Published: 2025-06-30
Model Inversion
Risk Assessment Method
Education and Follow-up
2025.06.30 2025.07.02
Literature Database

KnowML: Improving Generalization of ML-NIDS with Attack Knowledge Graphs

Authors: Xin Fan Guo, Albert Merono Penuela, Sergio Maffeis, Fabio Pierazzi | Published: 2025-06-24
Model Inversion
攻撃戦略分析
Feature Extraction
2025.06.24 2025.06.26
Literature Database

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
2025.05.22 2025.05.28
Literature Database

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
2023.11.22 2025.05.28
Literature Database

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
2023.10.10 2025.05.28
Literature Database

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
2021.10.06 2025.05.28
Literature Database

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
2021.04.26 2025.05.28
Literature Database

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
2020.08.23 2025.05.28
Literature Database

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
2020.06.29 2025.05.28
Literature Database

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
2020.05.05 2025.05.28
Literature Database
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