プライバシー保護手法

Counter Denial of Service for Next-Generation Networks within the Artificial Intelligence and Post-Quantum Era

Authors: Saleh Darzi, Attila A. Yavuz | Published: 2024-08-08
DoS対策
プライバシー保護手法
防御手法

Pre-trained Encoder Inference: Revealing Upstream Encoders In Downstream Machine Learning Services

Authors: Shaopeng Fu, Xuexue Sun, Ke Qing, Tianhang Zheng, Di Wang | Published: 2024-08-05
プライバシー保護手法
メンバーシップ推論
攻撃手法

Privacy-Preserving Hierarchical Model-Distributed Inference

Authors: Fatemeh Jafarian Dehkordi, Yasaman Keshtkarjahromi, Hulya Seferoglu | Published: 2024-07-25 | Updated: 2024-09-15
エッジコンピューティング
プライバシー保護手法
通信効率

Theoretical Analysis of Privacy Leakage in Trustworthy Federated Learning: A Perspective from Linear Algebra and Optimization Theory

Authors: Xiaojin Zhang, Wei Chen | Published: 2024-07-23
プライバシー保護
プライバシー保護手法
最適化問題

Private prediction for large-scale synthetic text generation

Authors: Kareem Amin, Alex Bie, Weiwei Kong, Alexey Kurakin, Natalia Ponomareva, Umar Syed, Andreas Terzis, Sergei Vassilvitskii | Published: 2024-07-16 | Updated: 2024-10-09
ウォーターマーキング
プライバシー保護手法
プロンプトインジェクション

Explainable Differential Privacy-Hyperdimensional Computing for Balancing Privacy and Transparency in Additive Manufacturing Monitoring

Authors: Fardin Jalil Piran, Prathyush P. Poduval, Hamza Errahmouni Barkam, Mohsen Imani, Farhad Imani | Published: 2024-07-09 | Updated: 2025-03-17
プライバシー保護手法
プライバシー設計原則
差分プライバシー

Approximating Two-Layer ReLU Networks for Hidden State Analysis in Differential Privacy

Authors: Antti Koskela | Published: 2024-07-05 | Updated: 2024-10-11
プライバシー保護手法
損失関数
最適化問題

Attack-Aware Noise Calibration for Differential Privacy

Authors: Bogdan Kulynych, Juan Felipe Gomez, Georgios Kaissis, Flavio du Pin Calmon, Carmela Troncoso | Published: 2024-07-02 | Updated: 2024-11-07
プライバシー保護
プライバシー保護手法
計算効率

Mind the Privacy Unit! User-Level Differential Privacy for Language Model Fine-Tuning

Authors: Lynn Chua, Badih Ghazi, Yangsibo Huang, Pritish Kamath, Ravi Kumar, Daogao Liu, Pasin Manurangsi, Amer Sinha, Chiyuan Zhang | Published: 2024-06-20 | Updated: 2024-08-16
ウォーターマーキング
データ選択戦略
プライバシー保護手法

Data Plagiarism Index: Characterizing the Privacy Risk of Data-Copying in Tabular Generative Models

Authors: Joshua Ward, Chi-Hua Wang, Guang Cheng | Published: 2024-06-18
データプライバシー評価
プライバシー保護手法
メンバーシップ推論