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相关论文: AnalogGenie: A Generative Engine for Automatic Dis…

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Recent breakthroughs in AI/ML offer exciting opportunities to revolutionize analog design automation through data-driven approaches. In particular, researchers are increasingly fascinated by harnessing the power of generative AI to automate…

机器学习 · 计算机科学 2025-07-22 Qiufeng Li , Shu Hong , Jian Gao , Xuan Zhang , Tian Lan , Weidong Cao

The automatic synthesis of analog circuits presents significant challenges. Most existing approaches formulate the problem as a single-objective optimization task, overlooking that design specifications for a given circuit type vary widely…

机器学习 · 计算机科学 2026-05-27 Yuxuan Hou , Hehe Fan , Jianrong Zhang , Yue Zhang , Hua Chen , Min Zhou , Faxin Yu , Roger Zimmermann , Yi Yang

Generative artificial intelligence (AI) technology is revolutionizing the computing industry. Not only its applications have broadened to various sectors but also poses new system design and optimization opportunities. The technology is…

Discovering superior circuit topologies requires navigating an exponentially large design space-a challenge traditionally reserved for human experts. Existing AI methods either select from predefined templates or generate novel topologies…

机器学习 · 计算机科学 2026-03-27 Jian Gao , Yiwei Zou , Abhishek Pradhan , Wenhao Huang , Yumin Su , Kaiyuan Yang , Xuan Zhang

In the realm of electronic and electrical engineering, automation of analog circuit is increasingly vital given the complexity and customized requirements of modern applications. However, existing methods only develop search-based…

硬件体系结构 · 计算机科学 2024-08-30 Chen-Chia Chang , Yikang Shen , Shaoze Fan , Jing Li , Shun Zhang , Ningyuan Cao , Yiran Chen , Xin Zhang

Recent advances in machine learning (ML) for automating analog circuit synthesis have been significant, yet challenges remain. A critical gap is the lack of a standardized evaluation framework, compounded by various process design kits…

硬件体系结构 · 计算机科学 2024-09-16 Jintao Li , Haochang Zhi , Ruiyu Lyu , Wangzhen Li , Zhaori Bi , Keren Zhu , Yanhan Zeng , Weiwei Shan , Changhao Yan , Fan Yang , Yun Li , Xuan Zeng

Analog subcircuit identification is a core task in analog design, essential for simulation, sizing, and layout. Traditional methods often require extensive human expertise, rule-based encoding, or large labeled datasets. To address these…

In this paper, we propose AnalogSeeker, an effort toward an open-source foundation language model for analog circuit design, with the aim of integrating domain knowledge and giving design assistance. To overcome the scarcity of data in this…

硬件体系结构 · 计算机科学 2025-11-06 Zihao Chen , Ji Zhuang , Jinyi Shen , Xiaoyue Ke , Xinyi Yang , Mingjie Zhou , Zhuoyao Du , Xu Yan , Zhouyang Wu , Zhenyu Xu , Jiangli Huang , Li Shang , Xuan Zeng , Fan Yang

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

Analog circuit design remains highly dependent on expert knowledge due to the complexity of device-level interactions and topology design. Recent transformer-based approaches for device-level topology generation have shown promise, yet they…

硬件体系结构 · 计算机科学 2026-05-11 Seungmin Kim , Mingun Kim , Yuna Lee , Yulhwa Kim

Recent advancements have demonstrated the significant potential of large language models (LLMs) in analog circuit design. Nevertheless, testbench construction for analog circuits remains manual, creating a critical bottleneck in achieving…

多智能体系统 · 计算机科学 2025-07-15 Weiyu Chen , Chengjie Liu , Wenhao Huang , Jinyang Lyu , Mingqian Yang , Yuan Du , Li Du , Jun Yang

Generative AI is reshaping how computing systems are designed, optimized, and built, yet research remains fragmented across software, architecture, and chip design communities. This paper takes a cross-stack perspective, examining how…

Analog and radio-frequency circuit design requires extensive exploration of both circuit topology and parameters to meet specific design criteria like power consumption and bandwidth. Designers must review state-of-the-art topology…

硬件体系结构 · 计算机科学 2024-07-29 Asal Mehradfar , Xuzhe Zhao , Yue Niu , Sara Babakniya , Mahdi Alesheikh , Hamidreza Aghasi , Salman Avestimehr

Analog circuit design is a significant task in modern chip technology, focusing on the selection of component types, connectivity, and parameters to ensure proper circuit functionality. Despite advances made by Large Language Models (LLMs)…

机器学习 · 计算机科学 2024-05-31 Yao Lai , Sungyoung Lee , Guojin Chen , Souradip Poddar , Mengkang Hu , David Z. Pan , Ping Luo

The electronic design automation of analog circuits has been a longstanding challenge in the integrated circuit field due to the huge design space and complex design trade-offs among circuit specifications. In the past decades, intensive…

机器学习 · 计算机科学 2024-02-12 Zehao Dong , Weidong Cao , Muhan Zhang , Dacheng Tao , Yixin Chen , Xuan Zhang

Generative artificial intelligence (AI) is rapidly transforming medical imaging by enabling capabilities such as data synthesis, image enhancement, modality translation, and spatiotemporal modeling. This review presents a comprehensive and…

图像与视频处理 · 电气工程与系统科学 2025-08-14 Xuanru Zhou , Cheng Li , Shuqiang Wang , Ye Li , Tao Tan , Hairong Zheng , Shanshan Wang

Electronic-photonic integrated circuits (EPICs) offer transformative potential for next-generation high-performance AI but require interdisciplinary advances across devices, circuits, architecture, and design automation. The complexity of…

光学 · 物理学 2024-11-22 Ziang Yin , Meng Zhang , Amir Begovic , Rena Huang , Jeff Zhang , Jiaqi Gu

The disconnect between AI-generated molecules with desirable properties and their synthetic feasibility remains a critical bottleneck in computational discovery of drugs and materials. While generative AI has accelerated the proposal of…

化学物理 · 物理学 2025-11-25 Shuan Chen , Gunwook Nam , Alan Aspuru-Guzik , Yousung Jung

Deep learning has recently been applied to various research areas of design optimization. This study presents the need and effectiveness of adopting deep learning for generative design (or design exploration) research area. This work…

机器学习 · 计算机科学 2020-05-27 Sangeun Oh , Yongsu Jung , Seongsin Kim , Ikjin Lee , Namwoo Kang

Generative Artificial Intelligence (Generative AI) holds significant promise in reshaping interactive systems design, yet its potential across the four key phases of human-centered design remains underexplored. This article addresses this…

人机交互 · 计算机科学 2024-11-06 Marie Muehlhaus , Jürgen Steimle
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