2 papers
cs.LG2025
FedNET: Federated Learning for Proactive Traffic Management and Network Capacity Planning
Saroj Kumar Panda, Basabdatta Palit, Sadananda Behera
We propose FedNET, a proactive and privacy-preserving framework for early identification of high-risk links in large-scale communication networks, that leverages a distributed mult…
cs.NI2025
A Fair Federated Learning Framework for Collaborative Network Traffic Prediction and Resource Allocation
Saroj Kumar Panda, Tania Panayiotou, Georgios Ellinas +1
In the beyond 5G era, AI/ML empowered realworld digital twins (DTs) will enable diverse network operators to collaboratively optimize their networks, ultimately improving end-user…