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awesome-LLM-AIOps

A list of awesome academic researches and industrial materials about Large Language Model (LLM) and Artificial Intelligence for IT Operations (AIOps).
https://github.com/Jun-jie-Huang/awesome-LLM-AIOps

Last synced: 4 days ago
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  • 1. LLM for Incident Management

    • **ICSE-SEIP 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Alert_Aggregation-brown)
    • **FSE Industry 2024** - blue) ![](https://img.shields.io/badge/Anomaly_Detection-brown)
    • **FSE Industry 2024** - brown)
    • **HotNets 2023** - brown) ![](https://img.shields.io/badge/Analysis-green)
    • **EMNLP Industry 2023** - blue) ![](https://img.shields.io/badge/Instrcuction_Tuning-red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
    • **ICLR 2024** - Guo/Owl)]. ![](https://img.shields.io/badge/OWL-blue) ![](https://img.shields.io/badge/Instrcuction_Tuning-red) ![](https://img.shields.io/badge/LogAD-brown) ![](https://img.shields.io/badge/Log_Parsing-brown)![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Domain_LLM-green)![](https://img.shields.io/badge/Benchmark-green)
    • **ICSE-SEIP 2024** - blue) ![](https://img.shields.io/badge/Finetuning-red)![](https://img.shields.io/badge/Fault_Profiling-brown)
    • **SANER 2024** - blue) ![](https://img.shields.io/badge/Data_Synthesis-red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
    • **Preprint 2024**
    • **SIGOPS 2024** - blue) ![](https://img.shields.io/badge/Agent-red)![](https://img.shields.io/badge/Mitigation_Generation-brown)
    • **VLDB 2024** - GPT)]. ![](https://img.shields.io/badge/D_Bot-blue) ![](https://img.shields.io/badge/Prompting(Tree_of_Thought)-red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/DB_Administor-brown)
    • **FSE Industry 2024** - red)![](https://img.shields.io/badge/Root_Cause_Generation-brown)
    • **ICSE-SEIP 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Alert_Aggregation-brown)
    • **Preprint 2024**
    • **SoCC 2024** - green)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Incident_Diagnosis-brown)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Benchmark-brown)
    • **ISSRE 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Incident_Triage-brown)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Prompting(CoT)-red) ![](https://img.shields.io/badge/Anomaly_Detection-brown)
    • **ASE 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Fault_Classification-brown)
    • **Preprint 2024** - blue)![](https://img.shields.io/badge/Agent-red)![](https://img.shields.io/badge/Fault_Localization-brown)
    • **ECAI 2024** - blue) ![](https://img.shields.io/badge/Agent-red)![](https://img.shields.io/badge/Mitigation_Action_Generation-brown)
    • **FSE Industry 2024** - red)![](https://img.shields.io/badge/Root_Cause_Generation-brown)
    • **FSE Industry 2024** - red)![](https://img.shields.io/badge/Root_Cause_Generation-brown)
    • **Preprint 2024** - blue)![](https://img.shields.io/badge/Agent-red)![](https://img.shields.io/badge/Root_Cause_Localization-brown)
    • **ESEC/FSE Industry 2023** - blue) ![](https://img.shields.io/badge/Finetuning-red) ![](https://img.shields.io/badge/Outage_Summarization-brown)
    • **ICSE 2024** - blue)![](https://img.shields.io/badge/Prompting-red)![](https://img.shields.io/badge/Diagnosis_Query_Generation-brown)
    • **ASE 2024** - blue) ![](https://img.shields.io/badge/Prompting-red)![](https://img.shields.io/badge/Failure_Analysis-brown)
    • **ICSE 2023** - red) ![](https://img.shields.io/badge/Root_Cause_Generation-brown)
    • **FSE Industry 2024** - blue) ![](https://img.shields.io/badge/Prompting(ICL)-red) ![](https://img.shields.io/badge/RCA_Confidence_Estimation-brown)
    • **Preprint 2023** - blue) ![](https://img.shields.io/badge/LLM_Agent-red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/RCA-brown)
    • **Preprint 2023** - exam)]. ![](https://img.shields.io/badge/NetEval-blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
    • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
  • Introduction

  • Papers

    • LLM Agent

      • - red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/RCA_Classification-brown)
      • - red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/DB_Administor-brown)
      • [pdf - GPT)]
      • - red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/RCA-brown)
      • **Preprint 2023** - GPT)]. ![](https://img.shields.io/badge/D_Bot-blue) ![](https://img.shields.io/badge/Prompting(Tree_of_Thought)-red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/DB_Administor-brown)
      • **Preprint 2023** - blue) ![](https://img.shields.io/badge/LLM_Agent-red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/RCA-brown)
      • **EuroSys 24** - blue) ![](https://img.shields.io/badge/Prompting(CoT)-red) ![](https://img.shields.io/badge/System-green) ![](https://img.shields.io/badge/RCA_Classification-brown)
    • LLM for Incident Management

      • - brown)
      • **ICSE 2023** - red) ![](https://img.shields.io/badge/Root_Cause_Generation-brown)
      • - green)
      • - red) ![](https://img.shields.io/badge/Outage_Summarization-brown)
      • - red) ![](https://img.shields.io/badge/RCA_Confidence_Estimation-brown)
      • **ICSE 2024** - blue)![](https://img.shields.io/badge/Prompting-red)
      • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting(ICL)-red) ![](https://img.shields.io/badge/RCA_Confidence_Estimation-brown)
      • **Preprint 2024** - red)![](https://img.shields.io/badge/Root_Cause_Generation-brown)
    • LLM for Log Analysis

      • - red) ![](https://img.shields.io/badge/Logging-brown) ![](https://img.shields.io/badge/Analysis-green)
      • - red) ![](https://img.shields.io/badge/Log_Parsing-brown)
      • **ICSE 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
      • - red) ![](https://img.shields.io/badge/LogAD-brown) ![](https://img.shields.io/badge/Log_Parsing-brown)
      • - red) ![](https://img.shields.io/badge/LogAD-brown)
      • **FSE 2024** - blue) ![](https://img.shields.io/badge/Prompting(ICL)-red) ![](https://img.shields.io/badge/Cache-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
      • **ASE-NIER 2023** - analytics-chatgpt)]. ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
      • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/LogAD-brown)
      • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Logging_Statement_Generation-brown) ![](https://img.shields.io/badge/Analysis-green)
      • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/LogAD-brown) ![](https://img.shields.io/badge/Log_Parsing-brown)
      • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting(CoT)-red) ![](https://img.shields.io/badge/LogParsing-brown)
      • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Prompting(RAG)-red) ![](https://img.shields.io/badge/LogAD-brown)
      • - red) ![](https://img.shields.io/badge/Cache-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • AIOps Question Answering

      • - red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
      • [pdf
      • - red) ![](https://img.shields.io/badge/LogAD-brown) ![](https://img.shields.io/badge/Log_Parsing-brown)![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Domain_LLM-green)![](https://img.shields.io/badge/Benchmark-green)
      • [pdf - Guo/Owl)]
      • - red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
      • - red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
      • **Preprint 2023** - exam)]. ![](https://img.shields.io/badge/NetEval-blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
      • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/QuestionAnswering-brown) ![](https://img.shields.io/badge/Benchmark-green)
  • 2. LLM for Log Analysis

    • **ICSE 2024** - blue) ![](https://img.shields.io/badge/Prompting(ICL)-red) ![](https://img.shields.io/badge/Cache-red) ![](https://img.shields.io/badge/Logging_Statement_Generation-brown)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Prompting-red)![](https://img.shields.io/badge/Log_Parsing-brown)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Prompting(RAG)-red) ![](https://img.shields.io/badge/LogAD-brown)
    • **ISSTA 2024** - blue) ![](https://img.shields.io/badge/Benchmark-green)![](https://img.shields.io/badge/Log_Parsing-brown)
    • **Preprint 2024** - red) ![](https://img.shields.io/badge/LogAD-brown)
    • **ICSE 2024** - blue) ![](https://img.shields.io/badge/Prompting-red)![](https://img.shields.io/badge/Finetuning-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • **FSE 2024** - blue) ![](https://img.shields.io/badge/Prompting(ICL)-red) ![](https://img.shields.io/badge/Logging_Statement_Generation-brown)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Prompting-red)![](https://img.shields.io/badge/LRU-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • **Preprint 2024** - blue) ![](https://img.shields.io/badge/Prompting-red)![](https://img.shields.io/badge/Log_Parsing-brown)
    • **ASE-NIER 2023** - analytics-chatgpt)]. ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • **ICSE 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • **FSE 2024** - blue) ![](https://img.shields.io/badge/Prompting(ICL)-red) ![](https://img.shields.io/badge/Cache-red) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • **ICPC 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/LogAD-brown) ![](https://img.shields.io/badge/Log_Parsing-brown)
    • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/LogAD-brown)
    • **Preprint 2023** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/LogAD-brown)
    • **FSE 2024** - blue) ![](https://img.shields.io/badge/Prompting(ICL)-red) ![](https://img.shields.io/badge/Logging_Statement_Generation-brown)
    • **TSE 2024** - blue) ![](https://img.shields.io/badge/Prompting-red) ![](https://img.shields.io/badge/Logging_Statement_Generation-brown) ![](https://img.shields.io/badge/Analysis-green)