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English(EN) AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models

LLM通过新的布局和拓扑框架加速模拟电路设计

作者 PulseAugur 编辑部 · [2 个来源] ·

两篇新的研究论文探讨了大型语言模型（LLM）在模拟电路设计中的应用，旨在自动化和提高复杂布局优化和拓扑生成的效率。第一篇论文介绍了一个面向仿真的LLM多智能体框架，用于上下文策略改进，显著减少了昂贵的仿真需求。第二篇论文提出了AaLLM，一个端到端的框架，使用LLM进行拓扑生成和电路尺寸调整，实现了可比或更优的性能指标，并大幅减少了设计时间和仿真调用次数。 AI

影响 这些LLM框架有望显著降低模拟电路设计相关的时间和计算成本，从而加速该领域的创新。

排序理由 两篇在arXiv上发表的学术论文，详细介绍了将LLM应用于模拟电路设计的新方法。

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LLM通过新的布局和拓扑框架加速模拟电路设计

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两篇在arXiv上发表的学术论文，详细介绍了将LLM应用于模拟电路设计的新方法。
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Bingyang Liu, Ziming Wei, Xiaohan Gao, David Z. Pan ·

    面向LLM辅助模拟布局优化的仿真感知上下文策略改进

    arXiv:2608.13767v1 Announce Type: new Abstract: Analog IC layout design remains a labor-intensive iterative process dominated by simulation-driven refinement. Although end-to-end layout generators accelerate initial placement and routing, they still require experts to manually tu…

  2. arXiv cs.AI TIER_1 English(EN) · Mohammed Ayman Habib, Rylan Hart, Morteza Fayazi ·

    AaLLM：一个端到端的模拟电路设计框架，利用大型语言模型实现从拓扑生成到尺寸调整

    arXiv:2608.13472v1 Announce Type: cross Abstract: Analog circuit design is a time-consuming, iterative process in a nonlinear and high-dimensional design space that relies heavily on expert intuition. Among recent developments, LLMs have introduced a promising approach by bringin…

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