federated learning

1 week ago · ai

[Paper] Accelerating Wireless Distributed Learning via Hybrid Split and Federated Learning Optimization

Federated learning (FL) and split learning (SL) are two effective distributed learning paradigms in wireless networks, enabling collaborative model training acr...

#federated learning #split learning #edge AI #wireless optimization #distributed training
1 week ago · ai

[Paper] Federated style aware transformer aggregation of representations

Personalized Federated Learning (PFL) faces persistent challenges, including domain heterogeneity from diverse client data, data imbalance due to skewed partici...

#federated learning #personalization #transformer #communication efficiency #privacy