通信効率

FedPerm: Private and Robust Federated Learning by Parameter Permutation

Authors: Hamid Mozaffari, Virendra J. Marathe, Dave Dice | Published: 2022-08-16
プライバシーリスク管理
ポイズニング
通信効率

Practical Vertical Federated Learning with Unsupervised Representation Learning

Authors: Zhaomin Wu, Qinbin Li, Bingsheng He | Published: 2022-08-13
データ保護手法
プライバシーリスク管理
通信効率

Efficient and Privacy Preserving Group Signature for Federated Learning

Authors: Sneha Kanchan, Jae Won Jang, Jun Yong Yoon, Bong Jun Choi | Published: 2022-07-12 | Updated: 2022-07-15
グループ署名
ポイズニング
通信効率

Secure Aggregation for Federated Learning in Flower

Authors: Kwing Hei Li, Pedro Porto Buarque de Gusmão, Daniel J. Beutel, Nicholas D. Lane | Published: 2022-05-12
トレーニングプロトコル
将来の研究
通信効率

Fusion: Efficient and Secure Inference Resilient to Malicious Servers

Authors: Caiqin Dong, Jian Weng, Jia-Nan Liu, Yue Zhang, Yao Tong, Anjia Yang, Yudan Cheng, Shun Hu | Published: 2022-05-06 | Updated: 2023-06-10
プライバシー保護技術
攻撃手法
通信効率

Federated Stochastic Primal-dual Learning with Differential Privacy

Authors: Yiwei Li, Shuai Wang, Tsung-Hui Chang, Chong-Yung Chi | Published: 2022-04-26
プライバシー保護手法
収束分析
通信効率

Mitigating Leakage from Data Dependent Communications in Decentralized Computing using Differential Privacy

Authors: Riad Ladjel, Nicolas Anciaux, Aurélien Bellet, Guillaume Scerri | Published: 2021-12-23
データ依存性
プライバシー保護
通信効率

Reputation-based PoS for the Restriction of Illicit Activities on Blockchain: Algorand Usecase

Authors: Mayank Pandey, Rachit Agarwal, Sandeep Kumar Shukla, Nishchal Kumar Verma | Published: 2021-12-21 | Updated: 2022-08-25
ブロックチェーン技術
犯罪行為検出
通信効率

Efficient Differentially Private Secure Aggregation for Federated Learning via Hardness of Learning with Errors

Authors: Timothy Stevens, Christian Skalka, Christelle Vincent, John Ring, Samuel Clark, Joseph Near | Published: 2021-12-13
プライバシー侵害
プロトコル性能評価
通信効率

Does Fully Homomorphic Encryption Need Compute Acceleration?

Authors: Leo de Castro, Rashmi Agrawal, Rabia Yazicigil, Anantha Chandrakasan, Vinod Vaikuntanathan, Chiraag Juvekar, Ajay Joshi | Published: 2021-12-13 | Updated: 2021-12-14
アルゴリズム設計
メモリ管理手法
通信効率