Summary of Ai-driven Guided Response For Security Operation Centers with Microsoft Copilot For Security, by Scott Freitas et al.
AI-Driven Guided Response for Security Operation Centers with Microsoft Copilot for Security
by Scott Freitas, Jovan Kalajdjieski, Amir Gharib, Robert McCann
First submitted to arxiv on: 12 Jul 2024
Categories
- Main: Machine Learning (cs.LG)
- Secondary: Cryptography and Security (cs.CR); Information Retrieval (cs.IR)
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| Summary difficulty | Written by | Summary |
|---|---|---|
| High | Paper authors | High Difficulty Summary Read the original abstract here |
| Medium | GrooveSquid.com (original content) | Medium Difficulty Summary The Microsoft Copilot for Security Guided Response (CGR) is an industry-scale machine learning architecture designed to guide security analysts across three key tasks: investigation, triaging, and remediation. This framework provides essential historical context by identifying similar incidents, determines the nature of the incident, and recommends tailored containment actions. CGR is integrated into Microsoft Defender XDR and deployed worldwide, generating millions of recommendations across thousands of customers. Our evaluation demonstrates that CGR delivers high-quality recommendations across all three tasks. The paper also releases GUIDE, a large public collection of real-world security incidents, supporting the development and evaluation of guided response systems. |
| Low | GrooveSquid.com (original content) | Low Difficulty Summary Microsoft has developed an AI tool called Copilot for Security Guided Response to help security teams deal with complex security incidents. This tool helps analysts investigate incidents, figure out what’s happening, and decide how to fix it. It also recommends steps to take to contain the problem. The tool is already being used by thousands of customers and has been tested extensively. A big part of this research includes releasing a huge dataset of real-world security incidents, which can be used to develop and test other AI tools for security. |
Keywords
» Artificial intelligence » Machine learning
