プライバシー評価

Mitigating Statistical Bias within Differentially Private Synthetic Data

Authors: Sahra Ghalebikesabi, Harrison Wilde, Jack Jewson, Arnaud Doucet, Sebastian Vollmer, Chris Holmes | Published: 2021-08-24 | Updated: 2022-05-19
データ生成
プライバシー評価
機械学習手法

Privacy-Preserving Machine Learning: Methods, Challenges and Directions

Authors: Runhua Xu, Nathalie Baracaldo, James Joshi | Published: 2021-08-10 | Updated: 2021-09-22
プライバシー保護パイプライン
プライバシー評価
ポイズニング

Every Query Counts: Analyzing the Privacy Loss of Exploratory Data Analyses

Authors: Saskia Nuñez von Voigt, Mira Pauli, Johanna Reichert, Florian Tschorsch | Published: 2020-08-27
データ生成
プライバシー損失分析
プライバシー評価

Deep Active Learning with Crowdsourcing Data for Privacy Policy Classification

Authors: Wenjun Qiu, David Lie | Published: 2020-08-07
アクティブラーニング
データ抽出と分析
プライバシー評価

More Than Privacy: Applying Differential Privacy in Key Areas of Artificial Intelligence

Authors: Tianqing Zhu, Dayong Ye, Wei Wang, Wanlei Zhou, Philip S. Yu | Published: 2020-08-05
ゲーム理論
プライバシー評価
機械学習

Unacceptable, where is my privacy? Exploring Accidental Triggers of Smart Speakers

Authors: Lea Schönherr, Maximilian Golla, Thorsten Eisenhofer, Jan Wiele, Dorothea Kolossa, Thorsten Holz | Published: 2020-08-02
データ抽出と分析
プライバシー評価
音声アシスタントの誤作動

LDP-FL: Practical Private Aggregation in Federated Learning with Local Differential Privacy

Authors: Lichao Sun, Jianwei Qian, Xun Chen | Published: 2020-07-31 | Updated: 2021-05-21
ウォーターマーキング
クライアントサイドコンポーネント
プライバシー評価

Efficient Sparse Secure Aggregation for Federated Learning

Authors: Constance Beguier, Mathieu Andreux, Eric W. Tramel | Published: 2020-07-29 | Updated: 2021-10-18
セキュリティ分析
プライバシー評価
計算効率

Evaluation of Federated Learning in Phishing Email Detection

Authors: Chandra Thapa, Jun Wen Tang, Alsharif Abuadbba, Yansong Gao, Seyit Camtepe, Surya Nepal, Mahathir Almashor, Yifeng Zheng | Published: 2020-07-27 | Updated: 2021-05-21
プライバシー評価
性能評価
深層学習

Hide-and-Seek Privacy Challenge

Authors: James Jordon, Daniel Jarrett, Jinsung Yoon, Tavian Barnes, Paul Elbers, Patrick Thoral, Ari Ercole, Cheng Zhang, Danielle Belgrave, Mihaela van der Schaar | Published: 2020-07-23 | Updated: 2020-07-24
プライバシー評価
性能評価
生成モデル特性