---
id: 20260418-T0-12
title: "Credo论文：通过信念与策略控制LLM流水线"
title_en: "Credo: Controlling LLM Pipelines via Beliefs and Policies"
url: https://ai.daily.yangsir.net/daily/20260418-T0-12
issue_date: 2026-04-18
publish_date: 2026-04-17T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2604.14401
---

# Credo论文：通过信念与策略控制LLM流水线

arXiv论文《Credo》提出一种基于信念和策略的LLM流水线控制方法。该研究针对长期决策型AI系统，通过显式建模模型推理过程中的中间信念，实现流水线级的策略控制。实验表明，该方法能显著提升复杂任务决策准确率，适用于需要持续演化的AI应用场景。

## English Version

**Credo: Controlling LLM Pipelines via Beliefs and Policies**

The arXiv paper 'Credo' proposes belief-and-policy-based control for LLM pipelines. It models intermediate reasoning beliefs in long-decision AI systems, enabling pipeline-level policy control. Experiments show improved accuracy in complex decision-making tasks for evolving AI applications.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2604.14401)

**详情页**：https://ai.daily.yangsir.net/daily/20260418-T0-12

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