Privacy Assessment

Confusion is the Final Barrier: Rethinking Jailbreak Evaluation and Investigating the Real Misuse Threat of LLMs

Authors: Yu Yan, Sheng Sun, Zhe Wang, Yijun Lin, Zenghao Duan, zhifei zheng, Min Liu, Zhiyi yin, Jianping Zhang | Published: 2025-08-22 | Updated: 2025-09-15
Privacy Assessment
倫理基準遵守
Large Language Model
2025.08.22 2025.09.17
Literature Database

SoK: Data Minimization in Machine Learning

Authors: Robin Staab, Nikola Jovanović, Kimberly Mai, Prakhar Ganesh, Martin Vechev, Ferdinando Fioretto, Matthew Jagielski | Published: 2025-08-14
RAG
Privacy Assessment
Differential Privacy
2025.08.14 2025.08.16
Literature Database

Fine-Grained Privacy Extraction from Retrieval-Augmented Generation Systems via Knowledge Asymmetry Exploitation

Authors: Yufei Chen, Yao Wang, Haibin Zhang, Tao Gu | Published: 2025-07-31
Poisoning attack on RAG
Privacy Assessment
Robustness of Watermarking Techniques
2025.07.31 2025.08.02
Literature Database

Gaze3P: Gaze-Based Prediction of User-Perceived Privacy

Authors: Mayar Elfares, Pascal Reisert, Ralf Küsters, Andreas Bulling | Published: 2025-07-01 | Updated: 2025-09-10
Privacy Technique
Privacy Assessment
Research Methodology
2025.07.01 2025.09.12
Literature Database

Verifying Differentially Private Median Estimation

Authors: Hyukjun Kwon, Chenglin Fan | Published: 2025-05-22
Privacy Assessment
Efficient Proof System
Differential Privacy
2025.05.22 2025.05.28
Literature Database

A Survey On Secure Machine Learning

Authors: Taobo Liao, Taoran Li, Prathamesh Nadkarni | Published: 2025-05-21
Privacy Assessment
Membership Inference
暗号化スキームの詳細
2025.05.21 2025.05.28
Literature Database

Probing the Transition to Dataset-Level Privacy in ML Models Using an Output-Specific and Data-Resolved Privacy Profile

Authors: Tyler LeBlond, Joseph Munoz, Fred Lu, Maya Fuchs, Elliott Zaresky-Williams, Edward Raff, Brian Testa | Published: 2023-06-27
Privacy Assessment
Convergence Guarantee
Convergence Property
2023.06.27 2025.05.28
Literature Database

Privacy-Preserving Prompt Tuning for Large Language Model Services

Authors: Yansong Li, Zhixing Tan, Yang Liu | Published: 2023-05-10 | Updated: 2025-01-10
DNN IP Protection Method
LLM Security
Privacy Assessment
2023.05.10 2025.05.28
Literature Database

DPMLBench: Holistic Evaluation of Differentially Private Machine Learning

Authors: Chengkun Wei, Minghu Zhao, Zhikun Zhang, Min Chen, Wenlong Meng, Bo Liu, Yuan Fan, Wenzhi Chen | Published: 2023-05-10 | Updated: 2023-10-14
Training Data Generation
Privacy Assessment
Feature Extraction Method
2023.05.10 2025.05.28
Literature Database

Differentially Private Attention Computation

Authors: Yeqi Gao, Zhao Song, Xin Yang, Yufa Zhou | Published: 2023-05-08 | Updated: 2024-10-14
DNN IP Protection Method
Privacy Assessment
Self-Attention Mechanism
2023.05.08 2025.05.28
Literature Database
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