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
Integration of FL and HE
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
Privacy-preserving Quantification of Non-IID Degree in Federated Learning
Authors: Yuping Yan, Yizhi Wang, Yingchao Yu, Yaochu Jin | Published: 2024-06-14
Split Ways: Privacy-Preserving Training of Encrypted Data Using Split Learning
Authors: Tanveer Khan, Khoa Nguyen, Antonis Michalas | Published: 2023-01-20