プライバシー手法

Differentially Private Over-the-Air Federated Learning Over MIMO Fading Channels

Authors: Hang Liu, Jia Yan, Ying-Jun Angela Zhang | Published: 2023-06-19 | Updated: 2023-12-25
プライバシー手法
最適化手法
連合学習

PLAN: Variance-Aware Private Mean Estimation

Authors: Martin Aumüller, Christian Janos Lebeda, Boel Nelson, Rasmus Pagh | Published: 2023-06-14 | Updated: 2024-04-10
アルゴリズム
プライバシー手法
計算効率

Fairness and Privacy-Preserving in Federated Learning: A Survey

Authors: Taki Hasan Rafi, Faiza Anan Noor, Tahmid Hussain, Dong-Kyu Chae | Published: 2023-06-14 | Updated: 2023-07-14
プライバシー手法
ポイズニング
連合学習

Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization

Authors: Zhigang Kan, Linbo Qiao, Hao Yu, Liwen Peng, Yifu Gao, Dongsheng Li | Published: 2023-06-14
データ保護手法
プライバシー手法
情報抽出

Differentially Private One Permutation Hashing and Bin-wise Consistent Weighted Sampling

Authors: Xiaoyun Li, Ping Li | Published: 2023-06-13
データプライバシー評価
データ保護手法
プライバシー手法

“Private Prediction Strikes Back!” Private Kernelized Nearest Neighbors with Individual Renyi Filter

Authors: Yuqing Zhu, Xuandong Zhao, Chuan Guo, Yu-Xiang Wang | Published: 2023-06-12
データプライバシー評価
ハイパーパラメータ調整
プライバシー手法

Gaussian Membership Inference Privacy

Authors: Tobias Leemann, Martin Pawelczyk, Gjergji Kasneci | Published: 2023-06-12 | Updated: 2023-10-26
プライバシー手法
仮説検定
統計的検定

AnoFel: Supporting Anonymity for Privacy-Preserving Federated Learning

Authors: Ghada Almashaqbeh, Zahra Ghodsi | Published: 2023-06-12
プライバシー手法
悪意のあるクライアント
連合学習

Efficient Skip Connections Realization for Secure Inference on Encrypted Data

Authors: Nir Drucker, Itamar Zimerman | Published: 2023-06-11
プライバシー手法
リアルタイム推論
性能評価

Killing Two Birds with One Stone: Quantization Achieves Privacy in Distributed Learning

Authors: Guangfeng Yan, Tan Li, Kui Wu, Linqi Song | Published: 2023-04-26
DNN IP保護手法
トレーニングプロトコル
プライバシー手法