16-21 March 2025
BHSS, Academia Sinica
Asia/Taipei timezone

(REMOTE) ChatSOC: A Large Language Model Powered Autonomous Agent for Security Operations Center

19 Mar 2025, 14:40
20m
Room 1 (BHSS, Academia Sinica)

Room 1

BHSS, Academia Sinica

Oral Presentation Track 7: Network, Security, Infrastructure & Operations Network, Security, Infrastructure & Operations I

Speaker

Jiarong Wang (Institute of High Energy Physics)

Description

Network security operations depends on many kings of network security tools to deal with the monitoring, detecting, and responding for security incidents, threats, and vulnerabilities across the organization's infrastructure. However, despite the evolving power of these tools, they are relatively cumbersome to use and often require interaction through specific interfaces, which increases the difficulty and professional requirements for the security operation personnel to understand and combine their inputs and outputs. Therefore, the integration of a complex set of network security tools to enhance interoperability is a critical concern for network security operations. Recent advancements in large language models (LLMs) have showcased their exceptional capabilities in natural language processing and comprehension, offering a novel approach to interfacing with network security tools. This paper introduces ChatSOC, an autonomous agent for network security operations empowered by a large language model, which is effectively capable of managing five types of operations: identify, policy, protection, detection, response. ChatSOC streamlines different operations by effectively task planning, and task execution when instructed by the security operation personnel. Our work is an innovative approach to achieve the easy to use and understanding for the network security tools. Through comprehensive experimental evaluations, ChatSOC has demonstrated the high accuracy in network security operations task planning and execution in five types of operational scenarios.

Primary authors

Jiarong Wang (Institute of High Energy Physics) Dr Caiqiu Zhou Mr Yang Yi Mr Qianran Sun Dr Tian Yan Prof. Fazhi Qi

Presentation materials

There are no materials yet.