プライバシー手法

Reinforcement Learning-Based Black-Box Model Inversion Attacks

Authors: Gyojin Han, Jaehyun Choi, Haeil Lee, Junmo Kim | Published: 2023-04-10
DNN IP保護手法
プライバシー手法
生成モデルの課題

Gradient Sparsification for Efficient Wireless Federated Learning with Differential Privacy

Authors: Kang Wei, Jun Li, Chuan Ma, Ming Ding, Feng Shu, Haitao Zhao, Wen Chen, Hongbo Zhu | Published: 2023-04-09 | Updated: 2023-12-21
クライアントクラスタリング
プライバシー手法
最適化問題

Does Prompt-Tuning Language Model Ensure Privacy?

Authors: Shangyu Xie, Wei Dai, Esha Ghosh, Sambuddha Roy, Dan Schwartz, Kim Laine | Published: 2023-04-07 | Updated: 2023-04-15
プライバシー分析
プライバシー手法
攻撃の評価

Perfectly Secure Steganography Using Minimum Entropy Coupling

Authors: Christian Schroeder de Witt, Samuel Sokota, J. Zico Kolter, Jakob Foerster, Martin Strohmeier | Published: 2022-10-24 | Updated: 2023-10-30
プライバシー手法
透かし評価
通信モデル

Android Private Compute Core Architecture

Authors: Eugenio Marchiori, Sarah de Haas, Sergey Volnov, Ronnie Falcon, Roxanne Pinto, Marco Zamarato | Published: 2022-09-21 | Updated: 2022-09-22
プライバシー保護
プライバシー手法
動的アクセス制御

Audit and Improve Robustness of Private Neural Networks on Encrypted Data

Authors: Jiaqi Xue, Lei Xu, Lin Chen, Weidong Shi, Kaidi Xu, Qian Lou | Published: 2022-09-20
DNN IP保護手法
プライバシー手法

Verifiable Encodings for Secure Homomorphic Analytics

Authors: Sylvain Chatel, Christian Knabenhans, Apostolos Pyrgelis, Carmela Troncoso, Jean-Pierre Hubaux | Published: 2022-07-28 | Updated: 2024-06-04
プライバシー手法
性能評価指標
評価手法

Fine-grained Private Knowledge Distillation

Authors: Yuntong Li, Shaowei Wang, Yingying Wang, Jin Li, Yuqiu Qian, Bangzhou Xin, Wei Yang | Published: 2022-07-27 | Updated: 2023-04-06
プライバシー手法
敵対的サンプル
機械学習

Additive Logistic Mechanism for Privacy-Preserving Self-Supervised Learning

Authors: Yunhao Yang, Parham Gohari, Ufuk Topcu | Published: 2022-05-25
プライバシー手法
プライバシー評価
関数の定義

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

Authors: Sikha Pentyala, Nicola Neophytou, Anderson Nascimento, Martine De Cock, Golnoosh Farnadi | Published: 2022-05-23 | Updated: 2022-08-26
プライバシー手法
公平性評価
統計的手法