arXiv:2603.17296cs.CYcs.AI2026-03被引 1

用可运行的AI实验课件,教数字芯片设计中的GenAI应用。

GUIDE: GenAI Units In Digital Design Education

论文配图:GUIDE: GenAI Units In Digital Design Education
图 1 · 摘自论文原文
  • 按标准单元组织课件,含视频、代码实验和论文链接。
  • 已落地3个实战单元,涵盖RTL生成、测试平台优化与硬件盗版检测。
  • 适合高校师生开展芯片设计教学或竞赛培训。

GUIDE是一个开放课程资源库,包含可运行的Google Colab实验和配套材料。其基于标准化教学单元构建,每单元包含幻灯片、短视频、可执行实验和相关论文,确保学生学习体验一致,并支持教师复用与评分。实际应用中展示了三个代表性单元:VeriThoughts用于基于形式验证的RTL生成与推理,增强型LLM辅助测试平台生成,以及LLMPirate用于IP盗版检测。同时提供四个完整课程实例(GUIDE4ChipDesign、Build your ASIC、GUIDE4HardwareSecurity、Hardware Design),整合单元形成学期课程,包含学习目标与毕业项目。例如,GUIDE4HardwareSecurity课程包含基于LLM的硬件木马插入项目,已在课堂及网络安全竞赛CSAW中成功部署。此外还举办了纽约大学认知芯片黑客松,吸引24支国际团队参与AI辅助的RTL设计流程。该资源库开放贡献,地址为:https://github.com/FCHXWH823/LLM4ChipDesign。

原文摘要 · Abstract (English)

GenAI Units In Digital Design Education (GUIDE) is an open courseware repository with runnable Google Colab labs and other materials. We describe the repository's architecture and educational approach based on standardized teaching units comprising slides, short videos, runnable labs, and related papers. This organization enables consistency for both the students' learning experience and the reuse and grading by instructors. We demonstrate GUIDE in practice with three representative units: VeriThoughts for reasoning and formal-verification-backed RTL generation, enhanced LLM-aided testbench generation, and LLMPirate for IP Piracy. We also provide details for four example course instances (GUIDE4ChipDesign, Build your ASIC, GUIDE4HardwareSecurity, and Hardware Design) that assemble GUIDE units into full semester offerings, learning outcomes, and capstone projects, all based on proven materials. For example, the GUIDE4HardwareSecurity course includes a project on LLM-aided hardware Trojan insertion that has been successfully deployed in the classroom and in Cybersecurity Games and Conference (CSAW), a student competition and academic conference for cybersecurity. We also organized an NYU Cognichip Hackathon, engaging students across 24 international teams in AI-assisted RTL design workflows. The GUIDE repository is open for contributions and available at: https://github.com/FCHXWH823/LLM4ChipDesign.

芯片设计AI教育开源课件硬件安全

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