3 papers
cs.NI2026
Selecting Offline Reinforcement Learning Algorithms for Stochastic Network Control
Nicolas Helson, Pegah Alizadeh, Anastasios Giovanidis
Offline Reinforcement Learning (RL) is a promising approach for next-generation wireless networks, where online exploration is unsafe and large amounts of operational data can be r…
cs.NI2025
MetaLore: Learning to Orchestrate Communication and Computation for Metaverse Synchronization
Elif Ebru Ohri, Qi Liao, Anastasios Giovanidis +2
As augmented and virtual reality evolve, achieving seamless synchronization between physical and digital realms remains a critical challenge, especially for real-time applications…
cs.NI2025
Offline Reinforcement Learning for Mobility Robustness Optimization
Pegah Alizadeh, Anastasios Giovanidis, Pradeepa Ramachandra +2
In this work we revisit the Mobility Robustness Optimisation (MRO) algorithm and study the possibility of learning the optimal Cell Individual Offset tuning using offline Reinforce…