Emerging trends in federated learning: From model fusion to federated x learning

S Ji, Y Tan, T Saravirta, Z Yang, Y Liu… - International Journal of …, 2024 - Springer
Federated learning is a new learning paradigm that decouples data collection and model
training via multi-party computation and model aggregation. As a flexible learning setting …

GFD-SSL: generative federated knowledge distillation-based semi-supervised learning

A Karami, R Ramezani, A Baraani Dastjerdi - International Journal of …, 2024 - Springer
Federated semi-supervised learning (Fed-SSL) algorithms have been developed to address
the challenges of decentralized data access, data confidentiality, and costly data labeling in …