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English(EN) CktHGVAE: A Symmetric Design/State Heterogeneous Graph Variational Autoencoder for Transistor-level Analog/Mixed-signal Circuit Design and Analysis

新型图自编码器增强模拟电路设计自动化

作者 PulseAugur 编辑部 · [1 个来源] ·

研究人员开发了CktHGVAE，这是一种新颖的图变分自编码器，专为晶体管级模拟/混合信号CMOS电路的设计和分析而设计。该模型独特地结合了设计和状态变量，在典型电路配置中实现了高于0.9的R2值，并在电路规格的潜在空间优化方面表现出强大的性能。预训练模型具有迁移学习能力，能够泛化到未见的电路拓扑而无需重新训练，这表明其在模拟和混合信号电路设计自动化方面的潜力。 AI

影响 该模型可以显著加速和改进模拟和混合信号电路设计过程的自动化。

排序理由 该集群包含一篇详细介绍用于电路设计的新模型的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.LG 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

新型图自编码器增强模拟电路设计自动化

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该集群包含一篇详细介绍用于电路设计的新模型的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. arXiv cs.LG TIER_1 English(EN) · Shigeyasu Uno ·

    CktHGVAE：一种用于晶体管级模拟/混合信号电路设计与分析的对称设计/状态异构图变分自编码器

    arXiv:2610.19508v1 Announce Type: new Abstract: We propose CktHGVAE, a heterogeneous graph variational autoencoder for transistor-level analog/mixedsignal CMOS circuits that takes not only design variables but also state variables as its inputs and outputs. With a single hyperpar…

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