---
id: 20260425-T0-03
title: "自主LLM代理实现材料科学理论自动发现"
title_en: "Autonomous LLM Agent Discovers Material Science Theories"
url: https://ai.daily.yangsir.net/daily/20260425-T0-03
issue_date: 2026-04-25
publish_date: 2026-04-24T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2604.19789
---

# 自主LLM代理实现材料科学理论自动发现

卡内基梅隆大学开发出首个自主材料科学理论发现系统。该LLM代理能自主选择方程形式、生成并运行代码，无需人工干预即可验证理论与数据的匹配度。在实验中，该系统在72小时内独立发现了3个新的材料热力学关系式，相当于人类研究员3周的工作量。

## English Version

**Autonomous LLM Agent Discovers Material Science Theories**

Carnegie Mellon University developed the first autonomous theory-discovery system for materials science. The LLM agent independently selects equation forms, generates code, and validates theories against data without human intervention. In tests, it discovered 3 new thermodynamic relationships in 72 hours—equivalent to 3 weeks of human researcher work.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2604.19789)

**详情页**：https://ai.daily.yangsir.net/daily/20260425-T0-03

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*智语观潮 · Daily — https://ai.daily.yangsir.net/llms.txt*