プライバシー保護手法

Unlearning Graph Classifiers with Limited Data Resources

Authors: Chao Pan, Eli Chien, Olgica Milenkovic | Published: 2022-11-06 | Updated: 2023-07-01
GNN
ウォーターマーキング
プライバシー保護手法

Revisiting Hyperparameter Tuning with Differential Privacy

Authors: Youlong Ding, Xueyang Wu | Published: 2022-11-03 | Updated: 2023-01-31
ハイパーパラメータ調整
プライバシー保護手法
最適化手法

VertiBayes: Learning Bayesian network parameters from vertically partitioned data with missing values

Authors: Florian van Daalen, Lianne Ippel, Andre Dekker, Inigo Bermejo | Published: 2022-10-31 | Updated: 2024-05-21
プライバシー保護手法
構造学習
計算複雑性

Federated Boosted Decision Trees with Differential Privacy

Authors: Samuel Maddock, Graham Cormode, Tianhao Wang, Carsten Maple, Somesh Jha | Published: 2022-10-06
プライバシー保護手法
決定木
重み更新手法

DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing

Authors: Jiawei Shao, Yuchang Sun, Songze Li, Jun Zhang | Published: 2022-10-06
プライバシー保護手法
フレームワーク
ポイズニング

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