English(EN) SLIC: Reinforcement Fine-Tuning Small LMs for Multi-Turn Analog Circuit Optimization

小型语言模型框架SLIC可优化模拟电路设计

作者 PulseAugur 编辑部 · [1 个来源] · 2026-11-11 05:00

研究人员开发了SLIC，一个用于微调小型语言模型以优化模拟电路设计的框架。该方法使用强化学习和结构化电路表示来实现本地部署，避免了将专有数据发送到外部LLM服务的需求。SLIC在分布内任务上表现强劲，并显示出对未见过的技术节点和商业PDK具有良好的可迁移性，即使在有限的回合数下。 AI

影响能够为复杂的工程任务部署专门的LLM，有可能加速专有数据行业的设计周期。

排序理由该集群描述了一篇研究论文，详细介绍了一个用于微调语言模型以完成特定工程任务的新框架。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.LG TIER_1 English(EN) · Yan Xu, Zhengqi Gao, Ching-Yun Ko, Zhang-Wei Hong, Wenjie Lu, Tao Yu, Xin Zhang, Duane S. Boning, Ruonan Han · 2026-11-11 05:00

SLIC：强化微调小型语言模型以进行多轮模拟电路优化

arXiv:2611.13452v1 Announce Type: new Abstract: Analog integrated circuit (IC) design is a multi-turn, simulator-grounded engineering task that demands iterative reasoning over coupled performance tradeoffs, yet proprietary process design kits (PDKs) make hosted large language mo…