2 papers
cs.NI2026
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks
Giannis Savva, Hafsa Maryam, Venkatesh Chebolu +2
In this work, multi-step traffic predictions are leveraged to enable multi-period planning in reconfigurable optical networks. The proposed framework aims to achieve spectrum savin…
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…