**Scores Alone Do Not Prove Discovery: The Discovery Certification Protocol for

**Scores Alone Do Not Prove Discovery: The Discovery Certification Protocol for Auditing AI Research Agents**

> AI research agents combine prior knowledge, public sources, and experimental feedback to produce useful results. The Discovery Certification Protocol (DCP) turns claims about these results into executable recovery and feedback tests. Gate 1 validates useful improvement on sealed evaluation. Gate 2 gives matched agents the registered starting information and observed Web content while withholding the target research h...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：论文
- **发布时间**：2026-09-10 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2609.09219)