Root Cause Analysis for Microservice Systems via Hierarchical Reinforcement Learning from Human Feedback

Author:

Wang Lu1ORCID,Zhang Chaoyun1ORCID,Ding Ruomeng2ORCID,Xu Yong1ORCID,Chen Qihang3ORCID,Zou Wentao4ORCID,Chen Qingjun4ORCID,Zhang Meng4ORCID,Gao Xuedong4ORCID,Fan Hao4ORCID,Rajmohan Saravan5ORCID,Lin Qingwei1ORCID,Zhang Dongmei1ORCID

Affiliation:

1. Microsoft, Beijing, China

2. Georgia Tech, Atlanta, GA, USA

3. Peking University, Beijing, China

4. Microsoft, Suzhou, China

5. Microsoft 365, Seattle, WA, USA

Publisher

ACM

Reference45 articles.

1. Jacopo Soldani and Antonio Brogi . Anomaly detection and failure root cause analysis in (micro) service-based cloud applications: A survey. ACM Computing Surveys (CSUR), 55(3):1--39 , 2022 . Jacopo Soldani and Antonio Brogi. Anomaly detection and failure root cause analysis in (micro) service-based cloud applications: A survey. ACM Computing Surveys (CSUR), 55(3):1--39, 2022.

2. Haifeng Liu , Jinjun Zhang , Huasong Shan , Min Li , Yuan Chen , Xiaofeng He , and Xiaowei Li. Jcallgraph : tracing microservices in very large scale container cloud platforms. In Cloud Computing-CLOUD 2019: 12th International Conference, Held as Part of the Services Conference Federation , SCF 2019, San Diego, CA, USA, June 25-30, 2019, Proceedings 12 , pages 287 -- 302 . Springer , 2019 . Haifeng Liu, Jinjun Zhang, Huasong Shan, Min Li, Yuan Chen, Xiaofeng He, and Xiaowei Li. Jcallgraph: tracing microservices in very large scale container cloud platforms. In Cloud Computing-CLOUD 2019: 12th International Conference, Held as Part of the Services Conference Federation, SCF 2019, San Diego, CA, USA, June 25-30, 2019, Proceedings 12, pages 287--302. Springer, 2019.

3. Fault Analysis and Debugging of Microservice Systems: Industrial Survey, Benchmark System, and Empirical Study

4. TraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems

5. HALO: Hierarchy-aware Fault Localization for Cloud Systems

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1. Illuminating the Gray Zone: Non-intrusive Gray Failure Localization in Server Operating Systems;Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering;2024-07-10

2. MULAN: Multi-modal Causal Structure Learning and Root Cause Analysis for Microservice Systems;Proceedings of the ACM Web Conference 2024;2024-05-13

3. Xpert: Empowering Incident Management with Query Recommendations via Large Language Models;Proceedings of the IEEE/ACM 46th International Conference on Software Engineering;2024-04-12

4. Elevating Strategy with Cloud-Based Reinforcement Learning for Dynamic Decision-Making in Modern Enterprises;2024 3rd International Conference for Innovation in Technology (INOCON);2024-03-01

5. TraceDiag: Adaptive, Interpretable, and Efficient Root Cause Analysis on Large-Scale Microservice Systems;Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering;2023-11-30

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