プライバシー保護

SoK: Semantic Privacy in Large Language Models

Authors: Baihe Ma, Yanna Jiang, Xu Wang, Guangshen Yu, Qin Wang, Caijun Sun, Chen Li, Xuelei Qi, Ying He, Wei Ni, Ren Ping Liu | Published: 2025-06-30
セマンティック情報抽出
プライバシー保護
大規模言語モデル

ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models

Authors: Mina Namazi, Alexander Nemecek, Erman Ayday | Published: 2025-06-26
プライバシー保護
大規模言語モデル
透かし技術

Counterfactual Influence as a Distributional Quantity

Authors: Matthieu Meeus, Igor Shilov, Georgios Kaissis, Yves-Alexandre de Montjoye | Published: 2025-06-25
プライバシー保護
性能評価指標
評価メトリクス

PrivacyXray: Detecting Privacy Breaches in LLMs through Semantic Consistency and Probability Certainty

Authors: Jinwen He, Yiyang Lu, Zijin Lin, Kai Chen, Yue Zhao | Published: 2025-06-24
バックドアモデルの検知
プライバシー保護
プライバシー保護フレームワーク

Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases

Authors: Yubeen Bae, Minchan Kim, Jaejin Lee, Sangbum Kim, Jaehyung Kim, Yejin Choi, Niloofar Mireshghallah | Published: 2025-06-19 | Updated: 2025-07-01
プライバシー保護
プロンプトインジェクション
大規模言語モデル

Safeguard-by-Development: A Privacy-Enhanced Development Paradigm for Multi-Agent Collaboration Systems

Authors: Jian Cui, Zichuan Li, Luyi Xing, Xiaojing Liao | Published: 2025-05-07 | Updated: 2025-06-24
プライバシー保護
プライバシー保護フレームワーク
プロンプトインジェクション

Adv-CPG: A Customized Portrait Generation Framework with Facial Adversarial Attacks

Authors: Junying Wang, Hongyuan Zhang, Yuan Yuan | Published: 2025-03-11
プライバシー保護
敵対的サンプル
顔認識システム

SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models

Authors: Jiang Zhang, Rohan Xavier Sequeira, Konstantinos Psounis | Published: 2025-03-05 | Updated: 2025-04-07
プライバシー保護
モデル性能評価
差分プライバシー

Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems

Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03
プライバシー保護
モデルの頑健性保証
モデル性能評価

Evaluating Membership Inference Attacks in heterogeneous-data setups

Authors: Bram van Dartel, Marc Damie, Florian Hahn | Published: 2025-02-26 | Updated: 2025-04-28
データセット生成
プライバシー保護
攻撃タイプ