telcoagent

TelcoAgent: Foundation Model-Based Framework for Scalable and Explainable 5G KPM Forecasting

TelcoAgent is a foundation model-based framework for 5G key performance measurement forecasting that addresses scalability and explainability issues. It uses a 3GPP knowledge graph and time-series foundation model to deliver zero-shot predictions across multiple cells. Evaluated on a real-world city-scale 5G dataset from a U.S. operator, it achieved high accuracy for seven KPMs per cell across 200 cells.