Privacy Protection Mechanism

Progent: Programmable Privilege Control for LLM Agents

Authors: Tianneng Shi, Jingxuan He, Zhun Wang, Linyu Wu, Hongwei Li, Wenbo Guo, Dawn Song | Published: 2025-04-16
LLM Performance Evaluation
Indirect Prompt Injection
Privacy Protection Mechanism

The Obvious Invisible Threat: LLM-Powered GUI Agents’ Vulnerability to Fine-Print Injections

Authors: Chaoran Chen, Zhiping Zhang, Bingcan Guo, Shang Ma, Ibrahim Khalilov, Simret A Gebreegziabher, Yanfang Ye, Ziang Xiao, Yaxing Yao, Tianshi Li, Toby Jia-Jun Li | Published: 2025-04-15
Indirect Prompt Injection
Privacy Protection Mechanism
User Behavior Analysis

“You Can’t Fix What You Can’t Measure”: Privately Measuring Demographic Performance Disparities in Federated Learning

Authors: Marc Juarez, Aleksandra Korolova | Published: 2022-06-24 | Updated: 2023-01-11
Algorithm Design
Performance Evaluation
Privacy Protection Mechanism

User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition in Federated Learning

Authors: Tiantian Feng, Raghuveer Peri, Shrikanth Narayanan | Published: 2022-04-05 | Updated: 2022-05-17
Privacy Protection Mechanism
Privacy Enhancing Technology
Privacy Assessment

Differentially Private Sampling from Rashomon Sets, and the Universality of Langevin Diffusion for Convex Optimization

Authors: Arun Ganesh, Abhradeep Thakurta, Jalaj Upadhyay | Published: 2022-04-04 | Updated: 2023-08-28
Algorithm
Privacy Protection Mechanism
Privacy Assessment

Byzantine-Robust Federated Linear Bandits

Authors: Ali Jadbabaie, Haochuan Li, Jian Qian, Yi Tian | Published: 2022-04-03
Algorithm
Privacy Protection Mechanism
Distributed Learning

Differentially Private Federated Learning via Reconfigurable Intelligent Surface

Authors: Yuhan Yang, Yong Zhou, Youlong Wu, Yuanming Shi | Published: 2022-03-31
Privacy Protection Mechanism
Privacy Assessment
Improvement of Learning

LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data

Authors: Lianlian Jiang, Yuexuan Wang, Wenyi Zheng, Chao Jin, Zengxiang Li, Sin G. Teo | Published: 2022-03-08
Privacy Protection Mechanism
Framework
Computational Complexity

Federated Learning with Heterogeneous Differential Privacy

Authors: Nasser Aldaghri, Hessam Mahdavifar, Ahmad Beirami | Published: 2021-10-28 | Updated: 2023-01-14
Privacy Protection Mechanism
Distributed Learning
Performance Evaluation Metrics

SEDML: Securely and Efficiently Harnessing Distributed Knowledge in Machine Learning

Authors: Yansong Gao, Qun Li, Yifeng Zheng, Guohong Wang, Jiannan Wei, Mang Su | Published: 2021-10-26
Characteristics of RDP
Training Protocol
Privacy Protection Mechanism