Ma, Minghua

Automatic Root Cause Analysis via Large Language Models for Cloud Incidents

Chen, Y., Xie, H., Ma, M., Kang, Y., Gao, X., Shi, L., Cao, Y., Gao, X., Fan, H., Wen, M., et al. (2024) · Proceedings of the Nineteenth European Conference on Computer Systems

Software System Performance and ReliabilityCloud Computing and Resource Management

Cited by 190

ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection

Chen, Y., Zhang, C., Ma, M., Liu, Y., Ding, R., Li, B., He, S., Rajmohan, S., Lin, Q., & Zhang, D. (2023) · Proceedings of the VLDB Endowment

Anomaly Detection Techniques and ApplicationsTime Series Analysis and Forecasting

Cited by 139

Robust Failure Diagnosis of Microservice System Through Multimodal Data

Zhang, S., Jin, P., Lin, Z., Sun, Y., Zhang, B., Xia, S., Li, Z., Zhong, Z., Ma, M., Jin, W., et al. (2023) · IEEE Transactions on Services Computing

Software System Performance and ReliabilitySoftware Engineering Research

Cited by 118

Failure Diagnosis in Microservice Systems: A Comprehensive Survey and Analysis

Zhang, S., Xia, S., Fan, W., Shi, B., Xiong, X., Zhong, Z., Ma, M., Sun, Y., & Pei, D. (2026) · ACM Transactions on Software Engineering and Methodology

Software System Performance and ReliabilityDistributed systems and fault tolerance

Cited by 57

Assess and Summarize: Improve Outage Understanding with Large Language Models

Jin, P., Zhang, S., Ma, M., Li, H., Kang, Y., Li, L., Liu, Y., Qiao, B., Zhang, C., Zhao, P., et al. (2023) · Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering

Software System Performance and ReliabilityCloud Computing and Resource Management

Cited by 50

Xpert: empowering incident management with query recommendations via large language models

Jiang, Y., Zhang, C., He, S., Yang, Z., Ma, M., Qin, S., Kang, Y., Dang, Y., Rajmohan, S., Lin, Q., et al. (2024) · Proceedings of the IEEE/ACM 46th International Conference on Software Engineering

Software System Performance and ReliabilitySoftware Engineering Research

Cited by 45

MonitorAssistant: simplifying cloud service monitoring via large language models

Yu, Z., Ma, M., Zhang, C., Qin, S., Kang, Y., Bansal, C., Rajmohan, S., Dang, Y., Pei, C., Pei, D., et al. (2024) · Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering

Software System Performance and ReliabilityAnomaly Detection Techniques and Applications

Cited by 32

Constructing Large-Scale Real-World Benchmark Datasets for AIOps

Li, Z., Zhao, N., Zhang, S., Sun, Y., Chen, P., Wen, X., Ma, M., & Pei, D. (2022) · arXiv

Software System Performance and ReliabilityCloud Computing and Resource Management

Cited by 11

Large Language Model-Brained GUI Agents: A Survey

Zhang, C., He, S., Qian, J., Li, B., Li, L., Qin, S., Kang, Y., Ma, M., Liu, G., Lin, Q., et al. (2024) · arXiv

Robotic Process Automation ApplicationsSoftware Testing and Debugging Techniques

Cited by 10

AIOpsLab in Action: An Open Platform for AIOps Research

Ma, M., Clark, J., & Zhang, S. (2025) · Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering

Software System Performance and ReliabilityCloud Computing and Resource Management

Cited by 0