Data Privacy Assessment

Privacy-Preserving EHR Data Transformation via Geometric Operators: A Human-AI Co-Design Technical Report

Authors: Maolin Wang, Beining Bao, Gan Yuan, Hongyu Chen, Bingkun Zhao, Baoshuo Kan, Jiming Xu, Qi Shi, Yinggong Zhao, Yao Wang, Wei Ying Ma, Jun Yan | Published: 2026-03-24
Data Privacy Assessment
Privacy Leakage
Evaluation Method
2026.03.24 2026.03.26
Literature Database

DDH-based schemes for multi-party Function Secret Sharing

Authors: Marc Damie, Florian Hahn, Andreas Peter, Jan Ramon | Published: 2026-03-18
DPPセット生成
Data Privacy Assessment
Evaluation Method
2026.03.18 2026.03.25
Literature Database

Assessing Deanonymization Risks with Stylometry-Assisted LLM Agent

Authors: Boyang Zhang, Yang Zhang | Published: 2026-02-26
Disabling Safety Mechanisms of LLM
Data Privacy Assessment
Prompt leaking
2026.02.26 2026.02.28
Literature Database

Data Plagiarism Index: Characterizing the Privacy Risk of Data-Copying in Tabular Generative Models

Authors: Joshua Ward, Chi-Hua Wang, Guang Cheng | Published: 2024-06-18
Data Privacy Assessment
Privacy Protection Method
Membership Inference
2024.06.18 2025.05.27
Literature Database

UIFV: Data Reconstruction Attack in Vertical Federated Learning

Authors: Jirui Yang, Peng Chen, Zhihui Lu, Qiang Duan, Yubing Bao | Published: 2024-06-18 | Updated: 2025-01-14
Data Privacy Assessment
Framework
Attack Method
2024.06.18 2025.05.27
Literature Database

Noise-Aware Differentially Private Regression via Meta-Learning

Authors: Ossi Räisä, Stratis Markou, Matthew Ashman, Wessel P. Bruinsma, Marlon Tobaben, Antti Honkela, Richard E. Turner | Published: 2024-06-12 | Updated: 2025-05-08
Watermarking
Data Privacy Assessment
Privacy Protection Method
2024.06.12 2025.05.27
Literature Database

LLM Dataset Inference: Did you train on my dataset?

Authors: Pratyush Maini, Hengrui Jia, Nicolas Papernot, Adam Dziedzic | Published: 2024-06-10
LLM Security
Data Privacy Assessment
Membership Inference
2024.06.10 2025.05.27
Literature Database

Concept Drift Detection using Ensemble of Integrally Private Models

Authors: Ayush K. Varshney, Vicenc Torra | Published: 2024-06-07
Data Privacy Assessment
Privacy Protection Method
Model Performance Evaluation
2024.06.07 2025.05.27
Literature Database

Seeing the Forest through the Trees: Data Leakage from Partial Transformer Gradients

Authors: Weijun Li, Qiongkai Xu, Mark Dras | Published: 2024-06-03 | Updated: 2024-10-04
Watermarking
Data Privacy Assessment
Privacy Protection Method
2024.06.03 2025.05.27
Literature Database

VeriSplit: Secure and Practical Offloading of Machine Learning Inferences across IoT Devices

Authors: Han Zhang, Zifan Wang, Mihir Dhamankar, Matt Fredrikson, Yuvraj Agarwal | Published: 2024-06-02 | Updated: 2025-03-31
Watermarking
Data Privacy Assessment
Computational Efficiency
2024.06.02 2025.05.27
Literature Database
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