2 papers
cs.LG2025
SC-GIR: Goal-oriented Semantic Communication via Invariant Representation Learning
Senura Hansaja Wanasekara, Van-Dinh Nguyen, Kok-Seng +3
Goal-oriented semantic communication (SC) aims to revolutionize communication systems by transmitting only task-essential information. However, current approaches face challenges s…
cs.LG2025
SHeRL-FL: When Representation Learning Meets Split Learning in Hierarchical Federated Learning
Dung T. Tran, Nguyen B. Ha, Van-Dinh Nguyen +1
Federated learning (FL) is a promising approach for addressing scalability and latency issues in large-scale networks by enabling collaborative model training without requiring the…