プライバシー保護メカニズム

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性能評価
インダイレクトプロンプトインジェクション
プライバシー保護メカニズム

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
インダイレクトプロンプトインジェクション
プライバシー保護メカニズム
ユーザー行動分析

“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
アルゴリズム設計
パフォーマンス評価
プライバシー保護メカニズム

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
プライバシー保護メカニズム
プライバシー保護技術
プライバシー評価

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
アルゴリズム
プライバシー保護メカニズム
プライバシー評価

Byzantine-Robust Federated Linear Bandits

Authors: Ali Jadbabaie, Haochuan Li, Jian Qian, Yi Tian | Published: 2022-04-03
アルゴリズム
プライバシー保護メカニズム
分散学習

Differentially Private Federated Learning via Reconfigurable Intelligent Surface

Authors: Yuhan Yang, Yong Zhou, Youlong Wu, Yuanming Shi | Published: 2022-03-31
プライバシー保護メカニズム
プライバシー評価
学習の改善

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
プライバシー保護メカニズム
フレームワーク
計算複雑性

Federated Learning with Heterogeneous Differential Privacy

Authors: Nasser Aldaghri, Hessam Mahdavifar, Ahmad Beirami | Published: 2021-10-28 | Updated: 2023-01-14
プライバシー保護メカニズム
分散学習
性能評価指標

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
RDPの特性
トレーニングプロトコル
プライバシー保護メカニズム