---
id: 20260328-T0-10
title: "LLM代理通过经验反思实现自我改进"
title_en: "LLM Agents Learn via Reflection"
url: https://ai.daily.yangsir.net/daily/20260328-T0-10
issue_date: 2026-03-28
publish_date: 2026-03-27T04:00:00.000Z
category: research
source_name: "arXiv cs.LG (ML)"
source_url: https://arxiv.org/abs/2603.24639
---

# LLM代理通过经验反思实现自我改进

新研究提出经验反思学习法，让LLM代理通过回顾过去经验提升性能。该方法解决了当前代理难以适应专业环境、无法利用历史经验的问题，在复杂任务测试中表现优异。

## English Version

**LLM Agents Learn via Reflection**

New research proposes experiential reflective learning for LLM agents to improve performance by reviewing past experiences. This method addresses current agents' difficulty in adapting to specialized environments and leveraging historical knowledge, showing excellent results in complex task tests.

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**来源**：[arXiv cs.LG (ML)](https://arxiv.org/abs/2603.24639)

**详情页**：https://ai.daily.yangsir.net/daily/20260328-T0-10

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