3 papers
cs.NI2026
Asynchronous MultiAgent Reinforcement Learning for 5G Routing under Side Constraints
Sebastian Racedo, Brigitte Jaumard, Oscar Delgado +1
Networks in the current 5G and beyond systems increasingly carry heterogeneous traffic with diverse quality-of-service constraints, making real-time routing decisions both complex…
cs.CL2026
LLM-Augmented Knowledge Base Construction For Root Cause Analysis
Nguyen Phuc Tran, Brigitte Jaumard, Oscar Delgado +3
Communications networks now form the backbone of our digital world, with fast and reliable connectivity. However, even with appropriate redundancy and failover mechanisms, it is di…
cs.NI2025
QoS-Aware Dynamic CU Selection in O-RAN with Graph-Based Reinforcement Learning
Sebastian Racedo, Brigitte Jaumard, Oscar Delgado +1
Open Radio Access Network (O RAN) disaggregates conventional RAN into interoperable components, enabling flexible resource allocation, energy savings, and agile architectural desig…