English(EN) Blackbox Performance Analysis of LLM-based Network Control

新工具LENS支持对基于大语言模型的网络控制进行黑盒分析

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-21 04:00

研究人员开发了LENS，一种用于大语言模型（LLM）驱动的网络控制系统黑盒性能分析的新型工具。该方法旨在识别网络应用中LLM的性能差距和挑战性输入，甚至在流量工程和GPU分配等特定任务上可与现有的白盒分析器相媲美。 AI

影响该工具可以提高LLM在网络控制系统等关键基础设施中的部署的可靠性和安全性。

排序理由该集群描述了一篇关于在特定领域分析LLM性能的新型工具的最新研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

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Newsworthiness bucket: Tool; 该集群描述了一篇关于在特定领域分析LLM性能的新型工具的最新研究论文。[lever_c_demoted from research: ic=1 ai=1.0]
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arXiv cs.LG TIER_1 English(EN) · Mahdi Alizadeh, Pooria Namyar, Arvin Ghavidel, Ramesh Govindan · 2026-10-21 04:00

基于LLM的网络控制的黑盒性能分析

arXiv:2610.24348v2 Announce Type: replace-cross Abstract: LLMs are becoming an indispensable part of network control systems due to their impressive reasoning. Before such LLM-enabled systems can be deployed, it is imperative to develop tools that can audit their performance on p…