Privacy Classification

SHE-LoRA: Selective Homomorphic Encryption for Federated Tuning with Heterogeneous LoRA

Authors: Jianmin Liu, Li Yan, Borui Li, Lei Yu, Chao Shen | Published: 2025-05-27
Client-Side Defense
Privacy Classification
Encryption Method

A Large-Scale Privacy Assessment of Android Third-Party SDKs

Authors: Mark Huasong Meng, Chuan Yan, Yun Hao, Qing Zhang, Zeyu Wang, Kailong Wang, Sin Gee Teo, Guangdong Bai, Jin Song Dong | Published: 2024-09-16
SDK Data Collection
Privacy Protection
Privacy Classification

PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration

Authors: Ziqian Zeng, Jianwei Wang, Junyao Yang, Zhengdong Lu, Haoran Li, Huiping Zhuang, Cen Chen | Published: 2024-06-03 | Updated: 2025-05-28
LLM Security
Privacy Classification
Differential Privacy

Deciphering the Interplay between Local Differential Privacy, Average Bayesian Privacy, and Maximum Bayesian Privacy

Authors: Xiaojin Zhang, Yulin Fei, Wei Chen | Published: 2024-03-25 | Updated: 2024-04-02
Watermarking
Privacy Protection Method
Privacy Classification

Statistical properties and privacy guarantees of an original distance-based fully synthetic data generation method

Authors: Rémy Chapelle, Bruno Falissard | Published: 2023-10-10
Data Generation
Privacy Classification
Membership Disclosure Risk

Differentially Private Multi-Site Treatment Effect Estimation

Authors: Tatsuki Koga, Kamalika Chaudhuri, David Page | Published: 2023-10-10
Privacy Classification
Performance Evaluation
Information Hiding Techniques

SecretGen: Privacy Recovery on Pre-Trained Models via Distribution Discrimination

Authors: Zhuowen Yuan, Fan Wu, Yunhui Long, Chaowei Xiao, Bo Li | Published: 2022-07-25
Privacy Classification
Privacy Leakage
Generative Model

Privacy and Transparency in Graph Machine Learning: A Unified Perspective

Authors: Megha Khosla | Published: 2022-07-22 | Updated: 2022-10-19
Explainability of Graph Machine Learning
Privacy Classification
Poisoning

Cascading Machine Learning to Attack Bitcoin Anonymity

Authors: Francesco Zola, Maria Eguimendia, Jan Lukas Bruse, Raul Orduna Urrutia | Published: 2019-10-15
Data Collection
Privacy Classification
Machine Learning Algorithm

Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics

Authors: Bingzhe Wu, Chaochao Chen, Shiwan Zhao, Cen Chen, Yuan Yao, Guangyu Sun, Li Wang, Xiaolu Zhang, Jun Zhou | Published: 2019-10-05
Privacy Protection Mechanism
Privacy Classification
Information Leakage Analysis