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Related papers: ALIGN: A System for Automating Analog Layout

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The design of asynchronous circuits typically requires a judicious definition of signals and modules, combined with a proper specification of their timing constraints, which can be a complex and error-prone process, using standard Hardware…

Hardware Architecture · Computer Science 2023-08-09 Carsten Nielsen , Zhe Su , Giacomo Indiveri

Operations typically used in machine learning al-gorithms (e.g. adds and soft max) can be implemented bycompact analog circuits. Analog Application-Specific Integrated Circuit (ASIC) designs that implement these algorithms using techniques…

Neural and Evolutionary Computing · Computer Science 2021-06-24 Shih-Chii Liu , John Paul Strachan , Arindam Basu

Several interconnection networks are based on the complete graph topology. Networks with a moderate size can be based on a single complete graph. However, large-scale networks such as Dragonfly and HyperX use, respectively, a hierarchical…

Hardware Architecture · Computer Science 2026-01-12 Ramón Beivide , Cristóbal Camarero , Carmen Martínez , Enrique Vallejo , Mateo Valero

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…

Machine Learning · Computer Science 2025-12-23 Chang Liu , Danial Chitnis

As Very Large Scale Integration (VLSI) designs continue to scale in size and complexity, layout verification has become a central challenge in modern Electronic Design Automation (EDA) workflows. In practice, congestion can only be…

Hardware Architecture · Computer Science 2026-05-19 Runbang Hu , Bo Fang , Bingzhe Li , Yuede Ji

The high simulation cost has been a bottleneck of practical analog/mixed-signal design automation. Many learning-based algorithms require thousands of simulated data points, which is impractical for expensive to simulate circuits. We…

Machine Learning · Computer Science 2023-11-30 Ahmet F. Budak , Keren Zhu , David Z. Pan

Pipelined analog-to-digital converters (ADCs) are fundamental components of various signal processing systems requiring high sampling rates and a high linearity. Over the past years, calibration techniques have been intensively investigated…

Signal Processing · Electrical Eng. & Systems 2022-07-12 Matthias Wagner , Oliver Lang , Thomas Bauernfeind , Mario Huemer

Graphic design is essential for visual communication with layouts being fundamental to composing attractive designs. Layout generation differs from pixel-level image synthesis and is unique in terms of the requirement of mutual relations…

Computer Vision and Pattern Recognition · Computer Science 2020-07-20 Hsin-Ying Lee , Lu Jiang , Irfan Essa , Phuong B Le , Haifeng Gong , Ming-Hsuan Yang , Weilong Yang

We present the design of an analog circuit which solves linear programming (LP) problems. In particular, the steady-state circuit voltages are the components of the LP optimal solution. The paper shows how to construct the circuit and…

Optimization and Control · Mathematics 2013-05-07 Sergey Vichik , Francesco Borrelli

The growing complexity of hardware design and the widening gap between high-level specifications and register-transfer level (RTL) implementation hinder rapid prototyping and system design. We introduce NL2GDS (Natural Language to Layout),…

Hardware Architecture · Computer Science 2026-03-06 Max Eland , Jeyan Thiyagalingam , Dinesh Pamunuwa , Roshan Weerasekera

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…

Hardware Architecture · Computer Science 2026-05-11 Seungmin Kim , Mingun Kim , Yuna Lee , Yulhwa Kim

The future networks pose intense demands for intelligent and customized designs to cope with the surging network scale, dynamically time-varying environments, diverse user requirements, and complicated manual configuration. However,…

Networking and Internet Architecture · Computer Science 2023-08-01 Yudong Huang , Minrui Xu , Xinyuan Zhang , Dusit Niyato , Zehui Xiong , Shuo Wang , Tao Huang

Logic synthesis is a challenging and widely-researched combinatorial optimization problem during integrated circuit (IC) design. It transforms a high-level description of hardware in a programming language like Verilog into an optimized…

Machine Learning · Computer Science 2021-10-25 Animesh Basak Chowdhury , Benjamin Tan , Ramesh Karri , Siddharth Garg

Post-layout simulation provides accurate guidance for analog circuit design, but post-layout performance is hard to be directly optimized at early design stages. Prior work on analog circuit sizing often utilizes pre-layout simulation…

Hardware Architecture · Computer Science 2023-10-24 Xiaohan Gao , Haoyi Zhang , Siyuan Ye , Mingjie Liu , David Z. Pan , Linxiao Shen , Runsheng Wang , Yibo Lin , Ru Huang

In recent years, AI-assisted IC design methods have demonstrated great potential, but the availability of circuit design data is extremely limited, especially in the public domain. The lack of circuit data has become the primary bottleneck…

Machine Learning · Computer Science 2025-09-03 Shang Liu , Jing Wang , Wenji Fang , Zhiyao Xie

Analog and mixed-signal (AMS) circuit designs still rely on human design expertise. Machine learning has been assisting circuit design automation by replacing human experience with artificial intelligence. This paper presents TAG, a new…

Hardware Architecture · Computer Science 2022-09-09 Keren Zhu , Hao Chen , Walker J. Turner , George F. Kokai , Po-Hsuan Wei , David Z. Pan , Haoxing Ren

Previous efforts on reconfigurable analog circuits mostly focused on specialized analog circuits, produced through careful co-design, or on highly reconfigurable, but relatively resource inefficient, accelerators that implement analog…

Programming Languages · Computer Science 2023-10-11 Yu-Neng Wang , Glenn Cowan , Ulrich Rührmair , Sara Achour

Analog/Mixed-Signal (AMS) circuits and systems continually present significant challenges to designers with the increase of design complexity and aggressive technology scaling. This is due to the large number of design factors and…

Emerging Technologies · Computer Science 2025-06-03 Saraju P. Mohanty , Elias Kougianos

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…

Hardware Architecture · Computer Science 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

Recent deep learning methods can generate diverse graphic design layouts efficiently. However, these methods often create layouts with flaws, such as misalignment, unwanted overlaps, and unsatisfied containment. To tackle this issue, we…

Graphics · Computer Science 2025-08-26 I-Chao Shen , Ariel Shamir , Takeo Igarashi