A Critical Review on the Effectiveness and Privacy Threats of Membership Inference Attacks
Authors: Najeeb Jebreel, David Sánchez, Josep Domingo-Ferrer | Published: 2026-03-24
Privacy Leakage
Privacy-Preserving EHR Data Transformation via Geometric Operators: A Human-AI Co-Design Technical Report
Authors: Maolin Wang, Beining Bao, Gan Yuan, Hongyu Chen, Bingkun Zhao, Baoshuo Kan, Jiming Xu, Qi Shi, Yinggong Zhao, Yao Wang, Wei Ying Ma, Jun Yan | Published: 2026-03-24
CIPL: A Target-Independent Framework for Channel-Inversion Privacy Leakage in Agents
Authors: Tao Huang, Chen Hou, Jiayang Meng | Published: 2026-03-24
PlanTwin: Privacy-Preserving Planning Abstractions for Cloud-Assisted LLM Agents
Authors: Guangsheng Yu, Qin Wang, Rui Lang, Shuai Su, Xu Wang | Published: 2026-03-19
Differential Privacy in Generative AI Agents: Analysis and Optimal Tradeoffs
Authors: Ya-Ting Yang, Quanyan Zhu | Published: 2026-03-18
Deanonymizing Bitcoin Transactions via Network Traffic Analysis with Semi-supervised Learning
Authors: Shihan Zhang, Bing Han, Chuanyong Tian, Ruisheng Shi, Lina Lan, Qin Wang | Published: 2026-03-18
Argus: A Multi-Agent Sensitive Information Leakage Detection Framework Based on Hierarchical Reference Relationships
Authors: Bin Wang, Hui Li, Liyang Zhang, Qijia Zhuang, Ao Yang, Dong Zhang, Xijun Luo, Bing Lin | Published: 2025-12-09
An In-Depth Analysis of Cyber Attacks in Secured Platforms
Authors: Parick Ozoh, John K Omoniyi, Bukola Ibitoye | Published: 2025-10-29
Can Large Language Models Really Recognize Your Name?
Authors: Dzung Pham, Peter Kairouz, Niloofar Mireshghallah, Eugene Bagdasarian, Chau Minh Pham, Amir Houmansadr | Published: 2025-05-20
Fragments to Facts: Partial-Information Fragment Inference from LLMs
Authors: Lucas Rosenblatt, Bin Han, Robert Wolfe, Bill Howe | Published: 2025-05-20