Privacy Loss Analysis

Silent Leaks: Implicit Knowledge Extraction Attack on RAG Systems through Benign Queries

Authors: Yuhao Wang, Wenjie Qu, Yanze Jiang, Zichen Liu, Yue Liu, Shengfang Zhai, Yinpeng Dong, Jiaheng Zhang | Published: 2025-05-21
RAG
Poisoning attack on RAG
Privacy Loss Analysis

Every Query Counts: Analyzing the Privacy Loss of Exploratory Data Analyses

Authors: Saskia Nuñez von Voigt, Mira Pauli, Johanna Reichert, Florian Tschorsch | Published: 2020-08-27
Data Generation
Privacy Loss Analysis
Privacy Assessment

Leakage of Dataset Properties in Multi-Party Machine Learning

Authors: Wanrong Zhang, Shruti Tople, Olga Ohrimenko | Published: 2020-06-12 | Updated: 2021-06-17
Privacy Loss Analysis
Membership Inference
Attack Type

Alleviating Privacy Attacks via Causal Learning

Authors: Shruti Tople, Amit Sharma, Aditya Nori | Published: 2019-09-27 | Updated: 2020-07-17
Privacy Loss Analysis
Membership Inference
Machine Learning Technology

Knock Knock, Who’s There? Membership Inference on Aggregate Location Data

Authors: Apostolos Pyrgelis, Carmela Troncoso, Emiliano De Cristofaro | Published: 2017-08-21 | Updated: 2017-11-29
Privacy Protection Method
Privacy Loss Analysis
User Behavior Analysis