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
Privacy Protection
ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models
Authors: Mina Namazi, Alexander Nemecek, Erman Ayday | Published: 2025-06-26
Counterfactual Influence as a Distributional Quantity
Authors: Matthieu Meeus, Igor Shilov, Georgios Kaissis, Yves-Alexandre de Montjoye | Published: 2025-06-25
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
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
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
Adv-CPG: A Customized Portrait Generation Framework with Facial Adversarial Attacks
Authors: Junying Wang, Hongyuan Zhang, Yuan Yuan | Published: 2025-03-11
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
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
Evaluating Membership Inference Attacks in heterogeneous-data setups
Authors: Bram van Dartel, Marc Damie, Florian Hahn | Published: 2025-02-26 | Updated: 2025-04-28