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Paper · arXiv

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges

The integration of Large Language Models (LLMs) into Electronic Design Automation (EDA) and hardware security is rapidly reshaping the semiconductor industry. While LLMs offer unprecedented capabilities in generating Register Transfer Level (RTL) code, automating testbenches, and bridging the semantic gap between high-level specifications and silicon, they simultaneously introduce severe vulnerabilities. This comprehensive review provides an in-depth analysis of the state-of-the-art in LLM-driven hardware design, organized around key advancements in EDA synthesis, hardware trust, design for security, and education. We systematically expand on the methodologies of recent breakthroughs -- f...

AuthorsJohann Knechtel, Ozgur Sinanoglu, Ramesh Karri
Primary categorycs.CR
Published11 May 2026
Last updated at source4 June 2026
cs.CRcs.ARcs.LG
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