Property Inference Attack

Tab-MIA: A Benchmark Dataset for Membership Inference Attacks on Tabular Data in LLMs

Authors: Eyal German, Sagiv Antebi, Daniel Samira, Asaf Shabtai, Yuval Elovici | Published: 2025-07-23
Relationship of AI Systems
Property Inference Attack
Prompt Injection
2025.07.23 2025.07.25
Literature Database

Formalizing Distribution Inference Risks

Authors: Anshuman Suri, David Evans | Published: 2021-06-07 | Updated: 2021-09-24
Cyber Threat
Property Inference Attack
Risk Assessment Method
2021.06.07 2025.05.28
Literature Database

Investigating Membership Inference Attacks under Data Dependencies

Authors: Thomas Humphries, Simon Oya, Lindsey Tulloch, Matthew Rafuse, Ian Goldberg, Urs Hengartner, Florian Kerschbaum | Published: 2020-10-23 | Updated: 2023-06-14
Property Inference Attack
Membership Disclosure Risk
evaluation metrics
2020.10.23 2025.05.28
Literature Database

Privacy-preserving Machine Learning through Data Obfuscation

Authors: Tianwei Zhang, Zecheng He, Ruby B. Lee | Published: 2018-07-05 | Updated: 2018-07-13
Privacy Enhancing Technology
Property Inference Attack
Model Extraction Attack
2018.07.05 2025.05.28
Literature Database