English

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

Computation and Language 2025-07-29 v2
Authors: Keyu Wu , Qianjin Yu , Manlin Mei , Ruiting Liu , Jun Wang , Kailai Zhang , Yelun Bao
View on arXiv ↗ PDF ↗

Abstract

Root Cause Analysis (RCA) in telecommunication networks is a critical task, yet it presents a formidable challenge for Artificial Intelligence (AI) due to its complex, graph-based reasoning requirements and the scarcity of realistic benchmarks.

Cite

@article{arxiv.2507.18190,
  title  = {TN-AutoRCA: Benchmark Construction and Agentic Framework for Self-Improving Alarm-Based Root Cause Analysis in Telecommunication Networks},
  author = {Keyu Wu and Qianjin Yu and Manlin Mei and Ruiting Liu and Jun Wang and Kailai Zhang and Yelun Bao},
  journal= {arXiv preprint arXiv:2507.18190},
  year   = {2025}
}

Comments

10 pages

Related papers

View all related →
Artificial Intelligence · Computer Science
Reasoning Language Models for Root Cause Analysis in 5G Wireless Networks
Mohamed Sana, Nicola Piovesan, Antonio De Domenico, Yibin Kang +3
2025-07-30
Artificial Intelligence · Computer Science
GALA: Can Graph-Augmented Large Language Model Agentic Workflows Elevate Root Cause Analysis?
Yifang Tian, Yaming Liu, Zichun Chong, Zihang Huang +1
2025-08-19
Software Engineering · Computer Science
A Comprehensive Survey on Root Cause Analysis in (Micro) Services: Methodologies, Challenges, and Trends
Tingting Wang, Guilin Qi
2024-08-05
Machine Learning · Computer Science
NetRCA: An Effective Network Fault Cause Localization Algorithm
Chaoli Zhang, Zhiqiang Zhou, Yingying Zhang, Linxiao Yang +3
2022-03-08
Artificial Intelligence · Computer Science
Why Do AI Agents Systematically Fail at Cloud Root Cause Analysis?
Taeyoon Kim, Woohyeok Park, Hoyeong Yun, Kyungyong Lee
2026-03-05
Artificial Intelligence · Computer Science
LEMMA-RCA: A Large Multi-modal Multi-domain Dataset for Root Cause Analysis
Lecheng Zheng, Zhengzhang Chen, Dongjie Wang, Chengyuan Deng +2
2025-05-20
Networking and Internet Architecture · Computer Science
RCA Copilot: Transforming Network Data into Actionable Insights via Large Language Models
Alexander Shan, Jasleen Kaur, Rahul Singh, Tarun Banka +2
2025-07-08
Computation and Language · Computer Science
LLM-Augmented Knowledge Base Construction For Root Cause Analysis
Nguyen Phuc Tran, Brigitte Jaumard, Oscar Delgado, Tristan Glatard +2
2026-04-29
Computation and Language · Computer Science
Automated Root Causing of Cloud Incidents using In-Context Learning with GPT-4
Xuchao Zhang, Supriyo Ghosh, Chetan Bansal, Rujia Wang +3
2024-01-26
Machine Learning · Computer Science
An Influence-based Approach for Root Cause Alarm Discovery in Telecom Networks
Keli Zhang, Marcus Kalander, Min Zhou, Xi Zhang +1
2021-05-10
Software Engineering · Computer Science
A Goal-Driven Survey on Root Cause Analysis
Aoyang Fang, Haowen Yang, Haoze Dong, Qisheng Lu +2
2025-10-23
Software Engineering · Computer Science
Exploring LLM-based Agents for Root Cause Analysis
Devjeet Roy, Xuchao Zhang, Rashi Bhave, Chetan Bansal +3
2024-03-08
Software Engineering · Computer Science
Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition
Mingjie Li, Zeyan Li, Kanglin Yin, Xiaohui Nie +3
2022-06-14
Networking and Internet Architecture · Computer Science
Root Cause Analysis of Anomalies in 5G RAN Using Graph Neural Network and Transformer
Antor Hasan, Conrado Boeira, Khaleda Papry, Yue Ju +2
2024-06-25
Software Engineering · Computer Science
Stalled, Biased, and Confused: Uncovering Reasoning Failures in LLMs for Cloud-Based Root Cause Analysis
Evelien Riddell, James Riddell, Gengyi Sun, Michał Antkiewicz +1
2026-02-02
Software Engineering · Computer Science
RCAEval: A Benchmark for Root Cause Analysis of Microservice Systems with Telemetry Data
Luan Pham, Hongyu Zhang, Huong Ha, Flora Salim +1
2025-02-04
Artificial Intelligence · Computer Science
ProRCA: A Causal Python Package for Actionable Root Cause Analysis in Real-world Business Scenarios
Ahmed Dawoud, Shravan Talupula
2025-03-04
Machine Learning · Statistics
Root Cause Analysis of Outliers with Missing Structural Knowledge
William Roy Orchard, Nastaran Okati, Sergio Hernan Garrido Mejia, Patrick Blöbaum +1
2026-02-06
Networking and Internet Architecture · Computer Science
Conflict Detection in AI-RAN: Efficient Interaction Learning and Autonomous Graph Reconstruction
Joao F. Santos, Arshia Zolghadr, Scott Kuzdeba, Jacek Kibiłda
2026-03-04
Software Engineering · Computer Science
Rethinking the Evaluation of Microservice RCA with a Fault Propagation-Aware Benchmark
Aoyang Fang, Songhan Zhang, Yifan Yang, Haotong Wu +6
2025-12-24
Artificial Intelligence · Computer Science
Agentic Diagnostic Reasoning over Telecom and Datacenter Infrastructure
Nicolas Tacheny
2026-01-13
Networking and Internet Architecture · Computer Science
ARCADE: A RAN Diagnosis Methodology in a Hybrid AI Environment for 6G Networks
Daniel Ricardo Cunha Oliveira, Rodrigo Moreira, Flávio de Oliveira Silva
2025-07-25
Information Retrieval · Computer Science
Mining Root Cause Knowledge from Cloud Service Incident Investigations for AIOps
Amrita Saha, Steven C. H. Hoi
2022-04-26
Artificial Intelligence · Computer Science
Interactive and Intelligent Root Cause Analysis in Manufacturing with Causal Bayesian Networks and Knowledge Graphs
Christoph Wehner, Maximilian Kertel, Judith Wewerka
2024-02-02
Machine Learning · Computer Science
LogRCA: Log-based Root Cause Analysis for Distributed Services
Thorsten Wittkopp, Philipp Wiesner, Odej Kao
2024-05-24
R2 v1 2026-07-01T04:16:36.921Z