IEEE

Transformer and Graph Neural Network-Based Federated Learning for Cellular Traffic ...

Abstract: Mobile network traffic prediction is critical for efficient network management in 5G and future 6G systems. Federated Learning (FL) enables multiple base stations (BSs) to collaboratively ...
IEEE

Neural Network Coding Layer (NNCL): Enhancing Deep Learning Robustness Against Feature Erasure

Abstract: This paper proposes a novel Neural Network Coding Layer (NNCL) that applies network coding theory to provide structured redundancy and enable reconstruction of lost features, thereby ...