A Rate Splitting Multiple Access Interface for Clustered Wireless Federated Learning

N Führling, K Ando, HS Rou, GTF De Abreu - IEEE Access, 2023 - ieeexplore.ieee.org
Consider a wireless federated learning (WFL) system where the edge devices (EDs)
performing local training are closely located in a cluster, such that in addition to their private …

Grid-Level Performance Evaluation for 5G Vertical Networks with High Resolution: A Deep Learning-Based Scheme

Q Zhang, T Zhang, B Chen, J Yan… - 2023 20th Annual IEEE …, 2023 - ieeexplore.ieee.org
Network performance evaluation is of great significance for network optimization and
resource management. However, conventional performance evaluation methods are …

Data Collaborative Federated Learning for Non-iid Data in Wireless Networks

J Pan, Z Chen, S Zhang, M Zhao - … International Conference on …, 2023 - ieeexplore.ieee.org
Federated Learning (FL) has been advocated to solve the problem of data privacy.
Nonetheless, the model's performance suffers degradation when it comes to the non …