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List of works by Minghua Ma

Assess and Summarize: Improve Outage Understanding with Large Language Models

scientific article published on 30 November 2023

Automated Root Causing of Cloud Incidents using In-Context Learning with GPT-4

scientific article published on 10 July 2024

Automatic Root Cause Analysis via Large Language Models for Cloud Incidents

scientific article published on 18 April 2024

EDITS: An Easy-to-difficult Training Strategy for Cloud Failure Prediction

scientific article published on 28 April 2023

End-to-End AutoML for Unsupervised Log Anomaly Detection

scientific article published on 18 October 2024

Microservice Root Cause Analysis With Limited Observability Through Intervention Recognition in the Latent Space

scientific article published on 25 August 2024

MonitorAssistant: Simplifying Cloud Service Monitoring via Large Language Models

scientific article published on 10 July 2024

Pre-trained KPI Anomaly Detection Model Through Disentangled Transformer

scientific article published on 25 August 2024

Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective

scientific article published on 08 May 2024

Robust Multimodal Failure Detection for Microservice Systems

scientific article published on 04 August 2023

TraceDiag: Adaptive, Interpretable, and Efficient Root Cause Analysis on Large-Scale Microservice Systems

scientific article published on 30 November 2023

Xpert: Empowering Incident Management with Query Recommendations via Large Language Models

scientific article published on 12 April 2024