---
id: 20260918-T0-05
title: "GUI Agent技能可自我进化，无需重新训练"
title_en: "GUI Agents Can Self-Evolve Skills Without Retraining"
url: https://ai.daily.yangsir.net/daily/20260918-T0-05
issue_date: 2026-09-18
publish_date: 2026-09-17T04:00:00.000Z
category: research
source_name: "arXiv cs.LG (ML)"
source_url: https://arxiv.org/abs/2609.17653
---

# GUI Agent技能可自我进化，无需重新训练

arXiv论文提出一种免训练的技能进化方法，让GUI Agent在动态界面中通过反思和修正复用已有的操作知识。面对弹窗、延迟加载和控件移位等常见干扰，Agent不再依赖执行前固定的计划，而是根据执行反馈调整策略。该方法将可复用的流程性知识封装为技能模块，在实际执行中迭代更新，不需要额外训练。这为在真实桌面环境中部署GUI自动化提供了更实用的路径。

## English Version

**GUI Agents Can Self-Evolve Skills Without Retraining**

A new arXiv paper introduces a training-free skill evolution method for GUI agents operating on dynamic interfaces. The approach lets agents reflect on execution feedback and revise reusable procedural knowledge, rather than relying on plans fixed before execution. Pop-ups, delayed loads, and relocated widgets routinely invalidate static plans, so the agent adapts on the fly. This offers a more practical path for deploying GUI automation in real desktop environments without retraining models.

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**来源**：[arXiv cs.LG (ML)](https://arxiv.org/abs/2609.17653)

**详情页**：https://ai.daily.yangsir.net/daily/20260918-T0-05

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