LogRESP-Agent: A Recursive AI Framework for Context-Aware Log Anomaly Detection and TTP Analysis

LogRESP-Agent: A Recursive AI Framework for Context-Aware Log Anomaly Detection and TTP Analysis

As cyber threats become increasingly sophisticated, existing log-based anomaly detection models face critical limitations in adaptability, semantic interpretation, and operational automation. Traditional approaches based on CNNs, RNNs, and LSTMs struggle with inconsistent log formats and often lack...

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Bibliographic Details
Main Authors: Juyoung Lee, Yeonsu Jeong, Taehyun Han, Taejin Lee
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Applied Sciences
Subjects:
endpoint log
log analysis
anomaly detection
semantic-aware
large language models (LLM)
AI agents
Online Access:https://www.mdpi.com/2076-3417/15/13/7237
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https://www.mdpi.com/2076-3417/15/13/7237

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