プライバシー評価

Privacy-Preserving Federated Vision Transformer Learning Leveraging Lightweight Homomorphic Encryption in Medical AI

Authors: Al Amin, Kamrul Hasan, Liang Hong, Sharif Ullah | Published: 2025-11-26
プライバシー評価
暗号化アルゴリズム
連合学習システム

Can LLMs Make (Personalized) Access Control Decisions?

Authors: Friederike Groschupp, Daniele Lain, Aritra Dhar, Lara Magdalena Lazier, Srdjan Čapkun | Published: 2025-11-25
LLMの安全機構の解除
プライバシー評価
プロンプトインジェクション

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
プライバシー評価
倫理基準遵守
大規模言語モデル

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
プライバシー評価
差分プライバシー

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
RAGへのポイズニング攻撃
プライバシー評価
透かし技術の堅牢性

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
プライバシー手法
プライバシー評価
研究方法論

Verifying Differentially Private Median Estimation

Authors: Hyukjun Kwon, Chenglin Fan | Published: 2025-05-22
プライバシー評価
効率的証明システム
差分プライバシー

A Survey On Secure Machine Learning

Authors: Taobo Liao, Taoran Li, Prathamesh Nadkarni | Published: 2025-05-21
プライバシー評価
メンバーシップ推論
暗号化スキームの詳細

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
プライバシー評価
収束保証
収束特性

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保護手法
LLMセキュリティ
プライバシー評価