GANcrop: A Contrastive Defense Against Backdoor Attacks in Federated Learning

no code implementations • 31 May 2024 • Xiaoyun Gan, Shanyu Gan, Taizhi Su, Peng Liu

With heightened awareness of data privacy protection, Federated Learning (FL) has attracted widespread attention as a privacy-preserving distributed machine learning method.

FedDCT: A Dynamic Cross-Tier Federated Learning Scheme in Wireless Communication Networks

no code implementations • 10 Jul 2023 • Peng Liu, Youquan Xian, Chuanjian Yao, Xiaoyun Gan, Lianghaojie Zhou, Jianyong Jiang, Dongcheng Li

FL enables the training of a global model among clients without exposing local data.

Federated Learning Privacy Preserving