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相关论文: EEsizer: LLM-Based AI Agent for Sizing of Analog a…

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The design of Analog and Mixed-Signal (AMS) integrated circuits (ICs) often involves significant manual effort, especially during the transistor sizing process. While Machine Learning techniques in Electronic Design Automation (EDA) have…

机器学习 · 计算机科学 2025-09-03 Chang Liu , Emmanuel A. Olowe , Danial Chitnis

The design of Analog and Mixed-Signal (AMS) integrated circuits remains heavily reliant on expert knowledge, with transistor sizing a major bottleneck due to nonlinear behavior, high-dimensional design spaces, and strict performance…

人工智能 · 计算机科学 2026-05-29 Xi Yu , Dmitrii Torbunov , Soumyajit Mandal , Yihui Ren

Circuit schematics play a crucial role in analog integrated circuit design, serving as the primary medium for human understanding and verification of circuit functionality. While recent large language model (LLM)-based approaches have shown…

机器学习 · 计算机科学 2025-10-21 Chang Liu , Danial Chitnis

Analog/mixed-signal circuits are key for interfacing electronics with the physical world. Their design, however, remains a largely handcrafted process, resulting in long and error-prone design cycles. While the recent rise of AI-based…

机器学习 · 计算机科学 2026-01-15 Mohsen Ahmadzadeh , Kaichang Chen , Georges Gielen

In the design process of the analog circuit pre-layout phase, device sizing is an important step in determining whether an analog circuit can meet the required performance metrics. Many existing techniques extract the circuit sizing task as…

人工智能 · 计算机科学 2025-06-24 Chengjie Liu , Weiyu Chen , Huiyao Xu , Yuan Du , Jun Yang , Li Du

Analog circuit design is a time-consuming, experience-driven task in chip development. Despite advances in AI, developing universal, fast, and stable gate sizing methods for analog circuits remains a significant challenge. Recent approaches…

人工智能 · 计算机科学 2025-08-08 Xinyue Wu , Fan Hu , Shaik Jani Babu , Yi Zhao , Xinfei Guo

Design automation has the potential to substantially improve the efficiency of analog integrated circuit (IC) design. However, existing algorithms and tools typically focus on individual stages, such as device sizing, placement, or routing,…

硬件体系结构 · 计算机科学 2026-04-24 Xian Rong Qin , Yong Zhang , Ying Hu , Tao Su , Bo-Wen Jia , Ning Xu

In this paper, we propose AMS-IO-Agent, a domain-specialized LLM-based agent for structure-aware input/output (I/O) subsystem generation in analog and mixed-signal (AMS) integrated circuits (ICs). The central contribution of this work is a…

人工智能 · 计算机科学 2025-12-29 Zhishuai Zhang , Xintian Li , Shilong Liu , Aodong Zhang , Lu Jie , Nan Sun

Recent advances in large language models (LLMs) suggest strong potential for automating analog circuit design. Yet most LLM-based approaches rely on a single-model loop of generation, diagnosis, and correction, which favors succinct…

人工智能 · 计算机科学 2026-03-26 Zhixuan Bao , Zhuoyi Lin , Jiageng Wang , Jinhai Hu , Yuan Gao , Yaoxin Wu , Xiaoli Li , Xun Xu

Large Language Models (LLMs) have demonstrated remarkable capabilities in Register Transfer Level (RTL) design, enabling high-quality code generation from natural language descriptions. However, LLMs alone face significant limitations in…

硬件体系结构 · 计算机科学 2025-08-25 Ahmed Allam , Youssef Mansour , Mohamed Shalan

Analog and mixed-signal circuit design remains challenging due to the shortage of high-quality data and the difficulty of embedding domain knowledge into automated flows. Traditional black-box optimization achieves sampling efficiency but…

机器学习 · 计算机科学 2025-09-18 Ziming Wei , Zichen Kong , Yuan Wang , David Z. Pan , Xiyuan Tang

The design of analog circuits is a cornerstone of integrated circuit (IC) development, requiring the optimization of complex, interconnected sub-structures such as amplifiers, comparators, and buffers. Traditionally, this process relies…

硬件体系结构 · 计算机科学 2025-02-06 Karthik Somayaji N. S , Peng Li

We present a design automation framework for analog circuit sizing that produces calibrated, topology-specific analytical equations from raw circuit netlists. A large language model (LLM) derives a complete Python sizing function in which…

硬件体系结构 · 计算机科学 2026-04-30 Antonio J. Bujana , Aydin I. Karsilayan

Artificial intelligence (AI) techniques are transforming analog circuit design by automating device-level tuning and enabling system-level co-optimization. This paper integrates two approaches: (1) AI-assisted transistor sizing using…

硬件体系结构 · 计算机科学 2025-05-09 Jinhai Hu , Wang Ling Goh , Yuan Gao

The escalating complexity of modern digital systems has imposed significant challenges on integrated circuit (IC) design, necessitating tools that can simplify the IC design flow. The advent of Large Language Models (LLMs) has been seen as…

硬件体系结构 · 计算机科学 2024-05-07 Maoyang Xiang , Emil Goh , T. Hui Teo

Large language models (LLMs) have achieved remarkable outcomes in complex problems, including math, coding, and analyzing large amounts of scientific reports. Yet, few works have explored the potential of LLMs in quantum computing. The most…

量子物理 · 物理学 2026-01-28 Linus Jern , Valter Uotila , Cong Yu , Bo Zhao

With the rapid evolution of global autonomous driving technology, the demand for its core sensing hardware, Light Detection and Ranging (LiDAR), is escalating. As the light source part of the LiDAR system, lasers, particularly the…

Today's analog/mixed-signal (AMS) integrated circuit (IC) designs demand substantial manual intervention. The advent of multimodal large language models (MLLMs) has unveiled significant potential across various fields, suggesting their…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Zhuofu Tao , Yichen Shi , Yiru Huo , Rui Ye , Zonghang Li , Li Huang , Chen Wu , Na Bai , Zhiping Yu , Ting-Jung Lin , Lei He

Analog circuits are crucial in modern electronic systems, and automating their design has attracted significant research interest. One of major challenges is topology synthesis, which determines circuit components and their connections.…

硬件体系结构 · 计算机科学 2025-06-17 Haoyi Zhang , Shizhao Sun , Yibo Lin , Runsheng Wang , Jiang Bian

Large language models (LLMs) are transforming electronic design automation (EDA) by enhancing design stages such as schematic design, simulation, netlist synthesis, and place-and-route. Existing methods primarily focus these optimisations…

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