Awesome LLM AIOps: A Comprehensive Survey Of Incident

A list of awesome academic researches and industrial materials about Large Language Model (LLM) and Artificial Intelligence for IT Operations (AIOps).

Content

• Awesome LLM AIOps
  • Content
  • Introduction
    • Keywords Convention
  • 1. LLM for Incident Management
    • 1.1 Incident Lifecycle
    • 1.2 Incident Reporting
    • 1.3 Root Cause Analysis
    • 1.4 Incident Mitigation
    • 1.5 Incident Postmortem Analysis
    • 1.6 AIOps Question Answering
  • 2. LLM for Log Analysis
    • 2.1 Log Parsing
    • 2.2 Log Anomaly Detection
    • 2.3 Logging Statement Generation
  • Contribution
    • Contributing to this paper list

Introduction

This is a list of awesome academic researches and industrial materials about Large Language Model (LLM) and Artificial Intelligence for IT Operations (AIOps).

Keywords Convention

The abbreviation of the work.

The utilized LLM techniques used in the work.

The mainly explored task of the work.

Other important information of the work.

1. LLM For Incident Management

1.0 Survey

1. [Preprint 2024] A Survey of AIOps for Failure Management in the Era of Large Language Models.

1.1 Incident Lifecycle

[HotNets 2023] A Holistic View of AI-driven Network Incident Management.

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