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提升智能家居智能体的韧性
原标题：Increasing Resilience of Smart Home Agents
AI 摘要
该论文研究如何提升智能家居中LLM智能体的韧性，基于开源框架HomeAssistant，结合监督学习与优化提示，并测试ReAct和Reflexion等智能体范式。结果显示，在多设备控制任务上，这些范式相比微调LLM的投入回报有限，但在故障响应等韧性任务上展现出潜力。
以上摘要由 AI 生成，可能存在误差。事实请以原文为准。
正文节选
Increasing Resilience of Smart Home Agents Thanks: Identify applicable funding agency here. If none, delete this. Abstract Smart homes and smart devices are becoming more prevalent across millions of homes around the world. With the rise of AI, the smart home industry is quickly increasing its integration to manage common smart home tasks. However, existing work in large language models (LLMs) as agents within smart homes have shown minimal resilience due to limited environment scenarios or poor
发布时间：2026-10-06 12:00
抓取时间：2026-10-06 12:42
来源机构：arXiv