ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection

🗓️ 07 Sep 2025 00:00:00Reported by Akruti Sinha, Zhizhen Li, Xuanhao Luo, Yuchen Liu, Shivesh Madan Nath JhaType

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ALPHA enables human-free log anomaly detection using LLM-assisted few-shot annotation, clustering-based sampling, and explanations for root causes.

07 Sep 2025 00:00Current

7High risk

Vulners AI Score7

active learning log analysis anomaly detection large language model few shot annotation clustering sampling semantic embedding root cause explanations automated detection real world logs