プライバシー評価

Stochastic Differentially Private and Fair Learning

Authors: Andrew Lowy, Devansh Gupta, Meisam Razaviyayn | Published: 2022-10-17 | Updated: 2023-06-03
プライバシーリスク管理
プライバシー評価
収束保証

A General Framework for Auditing Differentially Private Machine Learning

Authors: Fred Lu, Joseph Munoz, Maya Fuchs, Tyler LeBlond, Elliott Zaresky-Williams, Edward Raff, Francis Ferraro, Brian Testa | Published: 2022-10-16 | Updated: 2023-01-06
プライバシーリスク管理
プライバシー評価
メンバーシップ推論

1st ICLR International Workshop on Privacy, Accountability, Interpretability, Robustness, Reasoning on Structured Data (PAIR^2Struct)

Authors: Hao Wang, Wanyu Lin, Hao He, Di Wang, Chengzhi Mao, Muhan Zhang | Published: 2022-10-07
プライバシー評価
因果解釈
多様性の促進

Recycling Scraps: Improving Private Learning by Leveraging Intermediate Checkpoints

Authors: Virat Shejwalkar, Arun Ganesh, Rajiv Mathews, Yarong Mu, Shuang Song, Om Thakkar, Abhradeep Thakurta, Xinyi Zheng | Published: 2022-10-04 | Updated: 2024-09-17
プライバシー保護手法
プライバシー評価
深層学習手法

Certified Data Removal in Sum-Product Networks

Authors: Alexander Becker, Thomas Liebig | Published: 2022-10-04
データ保護手法
プライバシー保護手法
プライバシー評価

No Free Lunch in “Privacy for Free: How does Dataset Condensation Help Privacy”

Authors: Nicholas Carlini, Vitaly Feldman, Milad Nasr | Published: 2022-09-29
データ保護手法
プライバシー評価
モデル設計

Deep Learning-based Anonymization of Chest Radiographs: A Utility-preserving Measure for Patient Privacy

Authors: Kai Packhäuser, Sebastian Gündel, Florian Thamm, Felix Denzinger, Andreas Maier | Published: 2022-09-23 | Updated: 2023-07-24
プライバシー保護手法
プライバシー評価
深層学習手法

Privacy Attacks Against Biometric Models with Fewer Samples: Incorporating the Output of Multiple Models

Authors: Sohaib Ahmad, Benjamin Fuller, Kaleel Mahmood | Published: 2022-09-22
プライバシー評価
モデル抽出攻撃
顔認識システム

You Can’t Hide Behind Your Headset: User Profiling in Augmented and Virtual Reality

Authors: Pier Paolo Tricomi, Federica Nenna, Luca Pajola, Mauro Conti, Luciano Gamberini | Published: 2022-09-22
データセット生成
プライバシー評価
ユーザー認証システム

Bayesian Estimation of Differential Privacy

Authors: Santiago Zanella-Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones | Published: 2022-06-10 | Updated: 2022-06-15
プライバシー評価
ベイズセキュリティ
深層学習手法