Supercharging Network Security with LLMs
How Large Language Models Can Enhance Network Monitoring
LLM-Sketch introduces a novel approach that leverages large language models to improve network stream mining with minimal overhead.
- Combines traditional network sketches with LLM capabilities for adaptive monitoring of network traffic
- Offers superior accuracy compared to traditional ML-based sketches without expensive retraining
- Demonstrates resilience to dynamic network conditions through language model adaptability
- Provides enhanced security monitoring with improved flow size estimation and anomaly detection
Security Impact: By improving the accuracy and adaptability of network monitoring tools, LLM-Sketch enables more effective detection of security threats, traffic anomalies, and potential attacks with lower false positive rates.