FLとHEの統合

HERL: Tiered Federated Learning with Adaptive Homomorphic Encryption using Reinforcement Learning

Authors: Jiaxang Tang, Zeshan Fayyaz, Mohammad A. Salahuddin, Raouf Boutaba, Zhi-Li Zhang, Ali Anwar | Published: 2024-09-11
FLとHEの統合
プライバシー保護
通信効率

Lancelot: Towards Efficient and Privacy-Preserving Byzantine-Robust Federated Learning within Fully Homomorphic Encryption

Authors: Siyang Jiang, Hao Yang, Qipeng Xie, Chuan Ma, Sen Wang, Guoliang Xing | Published: 2024-08-12
FLとHEの統合
ウォーターマーキング
プライバシー保護手法

Privacy-preserving Quantification of Non-IID Degree in Federated Learning

Authors: Yuping Yan, Yizhi Wang, Yingchao Yu, Yaochu Jin | Published: 2024-06-14
FLとHEの統合
ウォーターマーキング
暗号技術

Split Ways: Privacy-Preserving Training of Encrypted Data Using Split Learning

Authors: Tanveer Khan, Khoa Nguyen, Antonis Michalas | Published: 2023-01-20
DNN IP保護手法
FLとHEの統合
プライバシー保護技術