arXiv AI By Bingyang Liu, Ziming Wei, Xiaohan Gao, David Z. Pan

Simulation-Aware In-Context Policy Improvement for LLM-Aided Analog Layout Refinement

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arXiv:2608. 13767v1 Announce Type: new Abstract: Analog IC layout design remains a labor-intensive iterative process dominated by simulation-driven refinement.

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arXiv Machine Learning
Jul 28

Can an Actor-Critic Optimization Framework Improve Analog Design?

arXiv:2603. 24714v2 Announce Type: replace Abstract: Analog design often slows down because even small changes to device sizes or biases require expensive simulation cycles, and high-quality solutions typically occupy only a narrow part of a very large search space.

By Sounak Dutta, Fin Amin, Sushil Panda, Jonathan Rabe, Yuejiang Wen, Paul Franzon