Client Selection Method

Federated Learning in the Wild: A Comparative Study for Cybersecurity under Non-IID and Unbalanced Settings

Authors: Roberto Doriguzzi-Corin, Petr Sabel, Silvio Cretti, Silvio Ranise | Published: 2025-09-22
Client Selection Method
Adversarial Learning
Federated Learning

Dubhe: Towards Data Unbiasedness with Homomorphic Encryption in Federated Learning Client Selection

Authors: Shulai Zhang, Zirui Li, Quan Chen, Wenli Zheng, Jingwen Leng, Minyi Guo | Published: 2021-09-08
Client Selection Method
Poisoning
Federated Learning

Secure Federated Submodel Learning

Authors: Chaoyue Niu, Fan Wu, Shaojie Tang, Lifeng Hua, Rongfei Jia, Chengfei Lv, Zhihua Wu, Guihai Chen | Published: 2019-11-06 | Updated: 2019-11-11
Client Selection Method
Privacy Assurance
Privacy Management

SCAFFOLD: Stochastic Controlled Averaging for Federated Learning

Authors: Sai Praneeth Karimireddy, Satyen Kale, Mehryar Mohri, Sashank J. Reddi, Sebastian U. Stich, Ananda Theertha Suresh | Published: 2019-10-14 | Updated: 2021-04-09
Client Selection Method
Optimization Strategy
Federated Learning