TN-AutoRCA: Benchmark Construction and Agentic Framework for Self-Improving Alarm-Based Root Cause Analysis in Telecommunication Networks

This addresses a critical problem for telecommunication network operators, but appears incremental as it builds on existing RCA methods with a new framework.

The paper tackled the challenge of root cause analysis in telecommunication networks by constructing a benchmark and developing an agentic framework, but no concrete results or numbers were provided in the abstract.