RAG / 检索增强生成

Lightweight LLMs for Network Attack Detection in IoT Networks

轻量级大语言模型用于物联网网络中的网络攻击检测

Piyumi Bhagya Sudasinghe, Kushan Sudheera Kalupahana Liyanage, Harsha S. Gardiyawasam Pussewalage

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)

AI总结 本文提出利用轻量级大语言模型结合QLoRA和RAG技术，实现高效的物联网网络攻击检测，展示在未知攻击类型上的零样本能力。

Comments 6 pages with 2 figures, This paper was accepted and presented at the 7th Computing, Communications and IoT Applications Conference (ComComAp 2025), held in Madrid, Spain, during 14th to 17th December 2025

Rethinking On-Device LLM Reasoning: Why Analogical Mapping Outperforms Abstract Thinking for IoT DDoS Detection

重新思考设备端LLM推理：为什么类比映射优于抽象思维用于IoT DDoS检测

William Pan, Guiran Liu, Binrong Zhu, Qun Wang, Yingzhou Lu, Beiyu Lin, Rose Qingyang Hu

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)

AI总结 本文提出一种结合Co_T和RAG的物联网边缘DDoS检测框架，通过示例驱动推理提升小型ODLLMs在资源受限下的检测性能。