3 papers
cs.AI2026
TelcoAgent: A Scalable 5G Multi-KPM Forecasting With 3GPP-Grounded Explainability
Geon Kim, Dara Ron, Sukhdeep Singh +5
Key Performance Measurement (KPM) forecasting is essential for proactive network management of 5G and next-generation telecom networks. However, existing machine learning (ML) appr…
cs.CR2025
Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference
Abiodun Ganiyu, Dara Ron, Syed Rafiul Hussain +1
The Y1 interface in O-RAN enables the sharing of RAN Analytics Information (RAI) between the near-RT RIC and authorized Y1 consumers, which may be internal applications within the…
cs.NI2025
Time-Dependent Network Topology Optimization for LEO Satellite Constellations
Dara Ron, Faisal Ahmed Yusufzai, Sebastian Kwakye +3
Today's Low Earth Orbit (LEO) satellite networks, exemplified by SpaceX's Starlink, play a crucial role in delivering global internet access to millions of users. However, managing…