---
id: 20260922-T0-07
title: "让Agent在测试时互相通信，能大幅提升科学发现能力"
title_en: "Test-Time Communication Between Agents Boosts Scientific Discovery"
url: https://ai.daily.yangsir.net/daily/20260922-T0-07
issue_date: 2026-09-22
publish_date: 2026-09-21T04:00:00.000Z
category: research
source_name: "arXiv cs.LG (ML)"
source_url: https://arxiv.org/abs/2609.21032
---

# 让Agent在测试时互相通信，能大幅提升科学发现能力

一篇 arXiv 论文研究 Agent 之间的测试时通信是否有助于科学发现。此前相关结果不一，该工作显示测试时通信可以带来明显提升。这为多 Agent 协作系统在科研场景中的设计提供了新证据，说明让模型在推理阶段交换信息可能比单独运行更有效。

## English Version

**Test-Time Communication Between Agents Boosts Scientific Discovery**

An arXiv paper examines whether test-time communication between agents helps scientific discovery. Prior results were mixed, but this work shows test-time communication can deliver substantial gains. It offers new evidence for designing multi-agent collaboration systems in research settings, suggesting models exchanging information at inference time may outperform running alone.

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**来源**：[arXiv cs.LG (ML)](https://arxiv.org/abs/2609.21032)

**详情页**：https://ai.daily.yangsir.net/daily/20260922-T0-07

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