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cs.NI2026
SkyShare: Constellation-wide Sky Sharing for LEO-Radio Astronomy Coexistence
Farzad Mehri, Dara Ron, Nishanth Sastry +2
Rapidly growing low-Earth-orbit (LEO) constellations increasingly operate in the spectrum shared with radio astronomy services (RAS), creating escalating interference risks for sen…
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.NI2026
OpenTwin: Closed-Loop Digital Twins for Trustworthy Policy Deployment in Open RAN
Zifan Zhang, Md Sharif Hossen, Dara Ron +2
In open radio access networks (O-RAN), the near-real-time RAN Intelligent Controller (RIC) hosts third-party xApps whose training and validation risk disrupting the operational net…