---
id: 20260520-T0-06
title: "AgentKernelArena：首个GPU内核优化Agent评测基准"
title_en: "AgentKernelArena: First Benchmark for GPU Kernel Optimization Agents"
url: https://ai.daily.yangsir.net/daily/20260520-T0-06
issue_date: 2026-05-20
publish_date: 2026-05-19T04:00:00.000Z
category: research
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2605.16819
---

# AgentKernelArena：首个GPU内核优化Agent评测基准

研究人员推出了首个专门评测GPU内核优化Agent的基准测试框架AgentKernelArena。该基准针对深度学习系统中的关键性能问题，测试AI编码代理在读取代码、调用编译器和性能分析工具方面的能力。这一工具将帮助开发者评估和改进AI辅助的GPU优化性能。

## English Version

**AgentKernelArena: First Benchmark for GPU Kernel Optimization Agents**

Researchers have introduced AgentKernelArena, the first benchmark specifically for evaluating GPU kernel optimization agents. This framework addresses critical performance challenges in deep learning systems, testing AI coding agents' capabilities in reading code, invoking compilers, and using profilers. The tool will help developers assess and improve AI-assisted GPU optimization performance.

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**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2605.16819)

**详情页**：https://ai.daily.yangsir.net/daily/20260520-T0-06

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