Telecom GNN-Based Root Cause Analysis

Knowledge captured from a session exploring Graph Neural Networks for autonomous network operations in telecommunications — failure RCA, remediation, and the path to label-free closed-loop healing.

Fundamentals

• Fundamentals - Core AI/ML concepts: GNNs and Deep Reinforcement Learning

Telecom GNN Models

• Telecom Models - GNN architectures ranked by telco adoption, vendor implementations, and standards body activity

RCA Pipeline

• RCA Pipeline - End-to-end architecture from data ingestion through labeled data challenges to GNN+DRL autonomous remediation

Training Data

• Training Data - Dataset design and structure for GNN RCA model training