プライバシー保護手法

Bicoptor: Two-round Secure Three-party Non-linear Computation without Preprocessing for Privacy-preserving Machine Learning

Authors: Lijing Zhou, Ziyu Wang, Hongrui Cui, Qingrui Song, Yu Yu | Published: 2022-10-05 | Updated: 2024-04-19
DNN IP保護手法
プライバシー保護手法
通信効率

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

Preprint: Privacy-preserving IoT Data Sharing Scheme

Authors: Ali Abdullah S. AlQahtani, Hosam Alamleh, Reem Alrawili | Published: 2022-09-26
IoTセキュリティリスク
プライバシー保護手法
ユーザー認証システム

FaRO 2: an Open Source, Configurable Smart City Framework for Real-Time Distributed Vision and Biometric Systems

Authors: Joel Brogan, Nell Barber, David Cornett, David Bolme | Published: 2022-09-26
プライバシー保護手法
フレームワーク
顔認識システム

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

Federated and Privacy-Preserving Learning of Accounting Data in Financial Statement Audits

Authors: Marco Schreyer, Timur Sattarov, Damian Borth | Published: 2022-08-26
プライバシー保護手法
フレームワーク
実験的検証

I still know it’s you! On Challenges in Anonymizing Source Code

Authors: Micha Horlboge, Erwin Quiring, Roland Meyer, Konrad Rieck | Published: 2022-08-26 | Updated: 2024-04-10
コード匿名性
プライバシー保護手法
不確実性評価

Sotto Voce: Federated Speech Recognition with Differential Privacy Guarantees

Authors: Michael Shoemate, Kevin Jett, Ethan Cowan, Sean Colbath, James Honaker, Prasanna Muthukumar | Published: 2022-07-16
プライバシー保護手法
情報理論的プライバシー
音声認識プロセス

DeTrust-FL: Privacy-Preserving Federated Learning in Decentralized Trust Setting

Authors: Runhua Xu, Nathalie Baracaldo, Yi Zhou, Ali Anwar, Swanand Kadhe, Heiko Ludwig | Published: 2022-07-15
アルゴリズム設計
プライバシー保護手法
信頼評価モジュール